Observation of Gravitational Waves from a Binary Black Hole Merger

B. P. Abbott et al. (LIGO Scientific Collaboration and Virgo Collaboration) · Physical Review Letters / arXiv · 2016 · astronomy · 10.1103/PhysRevLett.116.061102 · record abbott2016-gravitational-waves
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Where this record's text came from. faceted 2026-08 by reading the locally held text (pdftext); every evidence string verified as an exact substring of that text before merging. method has no good fit in the suggested list (this is an astrophysical instrumental detection plus offline matched-filter and generic-transient search analysis), so I coined 'instrumental-observation'; the closest evidence sentence for it is the search-analysis statement quoted. Replication status set to 'untested' because this is a first detection: the paper reports two internal, independent analyses agreeing ('A second, independent matched-filter analysis ... also detected GW150914 with identical signal parameters and consistent significance.') but that is cross-validation within the same data, not an external replication. The paper's other central claim is a match to theory - 'The detected waveform matches the predictions of general relativity for the inspiral and merger of a pair of black holes and the ringdown of the resulting single black hole.' - which could equally support a 'prediction'-confirming reading; I chose existence because that is how the paper itself states its headline result. Note the PDF text contains column-scrambled sentences and joined words ('modeldependent', 'PSR B1913þ16'), which are preserved verbatim in the quotes. 2026-08-14, 2026-08-25 and 2026-08-28 schema-0.3 passes: every quote verified as an exact substring of the staged text and anchored at merge time; concept terms verified present; every edge endpoint an existing node. Update, 15 September 2026: EXCEPTION, measured with the merge gate's own predicate (Paper.locate): 3 quote(s) on this record are not found as one exact string in the current staged text - content_tags.findings[0].evidence, content_tags.quantities[2].evidence, content_tags.statistics[4].evidence. The sentence above does not hold for them as written. Where a row records why - the quote is grounded in another copy of the paper, joins two passages with an ellipsis, or differs from the staged text by extraction noise - that note stays on the row. Update, 16 September 2026: EXCEPTION TO THE DATED PASS ABOVE, on this record only: this record carries 2 composite quote fields - a quote assembled from two or more passages joined by an ellipsis. A COMPOSITE IS NOT AN EXACT CONTIGUOUS SUBSTRING of the staged text and is deliberately not anchored: each of its parts is verified separately at the offsets in evidence composite spans, and a part occurring more than once carries span null rather than a guessed offset. So the 'every quote verified as an exact substring' clause of the dated pass above DOES NOT HOLD for those fields, and never did - the parts were verified, the whole was not. Nothing is deleted, re-grounded or withdrawn: this writes down an exception that was always true of composites and had not been recorded, so a reader was told more than the pass had checked.
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gravitational waves binary black hole merger general relativity interferometer search background time-shift technique matched filtering detection-statistic significance spatial strain time variations of the mass quadrupole moment GW150914 coalescence of two black holes orbital inspiral final black hole ringdown chirp mass gravitational-wave strain modified Michelson interferometer resonant optical cavity power-recycling mirror generic transient search binary coalescence search detector noise candidate event overestimate of the noise background effective-one-body formalism posterior distributions black hole binary coalescence Kerr black hole strain sensitivity volume of space stochastic background of gravitational waves the observed chirp matches the general-relativity waveform for two black holes inspiralling, merging, and ringing down gravitational black hole merger LIGO strain signal relativity waveform detectors inspiral ringdown matched-filter signal-to-noise ratio Bayesian chi-square chi-squared median standard-deviation standard deviations statistical-significance observational-study
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PRL 116, 061102 (2016) Selected for a Viewpoint in Physics P H Y S I C A L R E V I E W L E T T E R S week ending 12 FEBRUARY 2016 Observation of Gravitational Waves from a Binary Black Hole Merger B. P. Abbott et al.* (LIGO Scientific Collaboration and Virgo Collaboration) (Received 21 January 2016; published 11 February 2016) On September 14, 2015 at 09:50:45 UTC the two detectors of the Laser Interferometer Gravitational-Wave Observatory simultaneously observed a transient gravitational-wave signal. content_tagsThe signal sweeps upwards in frequency from 35 to 250 Hz with content_tagsa peak gravitational-wave strain of 1.0 × 10−21. mechanisms↗claim_relationsIt matches content_tags↗content_tags↗content_tags↗the waveform predicted by general relativity for the inspiral and merger of a pair of black holes and the ringdown of the resulting single black hole. The signal was content_tags↗observed with a matched-filter signal-to-content_tags↗noise ratio of 24 and a false alarm rate estimated to be less than 1 event per 203 000 years, equivalent to a significance greater −180 Mpc corresponding to a redshift z = 0.09+0.03 than 5.1σ. content_tagsThe source lies at a luminosity distance of 410+160 −0.04 . In the source frame, content_tagscontent_tagsthe initial black hole masses are 36+5 −4 M⊙ and 29+4 −4 M⊙, and the final black hole mass is 62+4 −0.5 M⊙c2 radiated in gravitational waves. All uncertainties define 90% credible claim_typeintervals. These observations demonstrate the existence of binary stellar-mass black hole systems. phenomenonThis is the first direct detection of gravitational waves and the first observation of a binary black hole merger. −4 M⊙, with 3.0+0.5 DOI: 10.1103/PhysRevLett.116.061102 I. INTRODUCTION In 1916, the year after the final formulation of the field equations of general relativity, Albert Einstein predicted the existence of gravitational waves. concepts↗concepts↗sensesconcept_edgesHe found that the linearized weak-field equations had wave solutions: transverse waves of spatial strain that travel at the speed of light, generated by time variations of the mass quadrupole moment of the source [1,2]. Einstein understood that gravitational-wave amplitudes would be remarkably the Chapel Hill conference in small; moreover, until 1957 there was significant debate about the physical reality of gravitational waves [3]. Also in 1916, Schwarzschild published a solution for the field equations [4] that was later understood to describe a black hole [5,6], and in 1963 Kerr generalized the solution to rotating black holes [7]. Starting in the 1970s theoretical work led to the understanding of black hole quasinormal modes [8–10], and in the 1990s higher-order post- Newtonian calculations [11] preceded extensive analytical studies of relativistic two-body dynamics [12,13]. These advances, together with numerical relativity breakthroughs in the past decade [14–16], have enabled modeling of binary black hole mergers and accurate predictions of their gravitational waveforms. claim_relationsWhile numerous black hole candidates have now been identified through electromagnetic observations [17–19], black hole mergers have not previously been observed. *Full author list given at the end of the article. Published by the American Physical Society under the terms of the Creative Commons Attribution 3.0 License. Further distribution of this work must maintain attribution to the author(s) and the published article’s title, journal citation, and DOI. claim_relationsThe discovery of the binary pulsar system PSR B1913+16 by Hulse and Taylor [20] and subsequent observations of its energy loss by Taylor and Weisberg [21] demonstrated the existence of gravitational waves. This discovery, along with emerging astrophysical understanding [22], led to the recognition that direct observations of the amplitude and phase of gravitational waves would enable studies of additional relativistic systems and provide new tests of general relativity, especially in the dynamic strong-field regime. Experiments to detect gravitational waves began with Weber and his resonant mass detectors in the 1960s [23], followed by an international network of cryogenic resonant detectors [24]. Interferometric detectors were first suggested in the early 1960s [25] and the 1970s [26]. A study of the noise and performance of such detectors [27], and further concepts to improve them [28], led to proposals for long-baseline broadband laser interferometers with the potential for significantly increased sensitivity [29–32]. By the early 2000s, a set of initial detectors was completed, including TAMA 300 in Japan, GEO 600 in Germany, the Laser Interferometer Gravitational-Wave Observatory (LIGO) in the United States, and Virgo in Italy. Combinations of these detectors made joint observations from 2002 through 2011, setting upper limits on a variety of gravitational-wave sources while evolving into a global network. In 2015, Advanced LIGO became the first of a significantly more sensitive network of advanced detectors to begin observations [33–36]. claim_relationsA century after the fundamental predictions of Einstein and Schwarzschild, we report the first direct detection of gravitational waves and the first direct observation of a binary black hole system merging to form a single black hole. Our observations provide unique access to the 0031-9007=16=116(6)=061102(16) 061102-1 Published by the American Physical Society PRL 116, 061102 (2016) P H Y S I C A L R E V I E W L E T T E R S week ending 12 FEBRUARY 2016 properties of space-time in the strong-field, high-velocity regime and confirm predictions of general relativity for the nonlinear dynamics of highly disturbed black holes. II. OBSERVATION content_tags↗On September 14, 2015 at 09:50:45 UTC, the LIGO Hanford, WA, and Livingston, LA, observatories detected the coincident signal GW150914 shown in Fig. 1. The initial detection was made by low-latency searches for generic gravitational-wave transients [41] and was reported within three minutes of data acquisition [43]. Subsequently, matched-filter analyses that use relativistic models of compact binary waveforms [44] recovered GW150914 as the most significant event from each detector for the observations reported here. Occurring within the 10-ms intersite FIG. 1. The gravitational-wave event GW150914 observed by the LIGO Hanford (H1, left column panels) and Livingston (L1, right column panels) detectors. Times are shown relative to September 14, 2015 at 09:50:45 UTC. For visualization, all time series are filtered with a 35–350 Hz bandpass filter to suppress large fluctuations outside the detectors’ most sensitive frequency band, and band-reject filters to remove the strong instrumental spectral lines seen in the Fig. 3 spectra. Top row, left: H1 strain. Top row, right: L1 strain. GW150914 arrived first at L1 and 6.9+0.5 −0.4 ms later at H1; for a visual comparison, the H1 data are also shown, shifted in time by this amount and inverted (to account for the detectors’ relative orientations). Second row: Gravitational-wave strain projected onto each detector in the 35–350 Hz band. Solid lines show a numerical relativity waveform for a system with parameters consistent with those recovered from GW150914 [37,38] confirmed to 99.9% by an independent calculation based on [15]. Shaded areas show 90% credible regions for two independent waveform reconstructions. One (dark gray) models the signal using binary black hole template waveforms [39]. The other (light gray) does not use an astrophysical model, but instead calculates the strain signal as a linear combination of sine-Gaussian wavelets [40,41]. These reconstructions have a 94% overlap, as shown in [39]. Third row: Residuals after subtracting the filtered numerical relativity waveform from the filtered detector time series. Bottom row:A time-frequency representation [42] of the strain data, showing the signal frequency increasing over time. 061102-2 PRL 116, 061102 (2016) P H Y S I C A L R E V I E W L E T T E R S week ending 12 FEBRUARY 2016 propagation time, the events have a combined signal-tonoise ratio (SNR) of 24 [45]. Only the LIGO detectors were observing at the time of GW150914. The Virgo detector was being upgraded, and GEO 600, though not sufficiently sensitive to detect this event, was operating but not in observational mode. limitationsWith only two detectors the source position is primarily determined by the relative arrival time and localized to an area of approximately 600 deg2 (90% credible region) [39,46]. concepts↗concepts↗concepts↗concepts↗unhoused_relationssensessensesThe basic features of GW150914 point to it being produced by the coalescence of two black holes—i.e., their orbital inspiral and merger, and subsequent final black hole ringdown. Over 0.2 s, the signal increases in frequency and amplitude in about 8 cycles from 35 to 150 Hz, where the amplitude reaches a maximum. The most plausible explanation for this evolution is the inspiral of two orbiting masses, m1 and m2, due to gravitational-wave emission. At the lower frequencies, such evolution is characterized by the chirp mass [11] M ¼ ðm1m2Þ3=5 ðm1 þ m2Þ1=5 ¼ c3 G (cid:1) 5 96 π−8=3f−11=3 _f (cid:3) 3=5 ; where f and _f are the observed frequency and its time derivative and G and c are the gravitational constant and speed of light. concepts↗sensesEstimating f and _f from the data in Fig. 1, we obtain a chirp mass of M ≃ 30M⊙, implying that the total mass M ¼ m1 þ m2 is ≳70M⊙ in the detector frame. This bounds the sum of the Schwarzschild radii of the binary components to 2GM=c2 ≳ 210 km. To reach an orbital frequency of 75 Hz (half the gravitational-wave frequency) the objects must have been very close and very compact; equal Newtonian point masses orbiting at this frequency would be only ≃350 km apart. A pair of neutron stars, while compact, would not have the required mass, while a black hole neutron star binary with the deduced chirp mass would have a very large total mass, and would thus merge at much lower frequency. This leaves black holes as the only known objects compact enough to reach an orbital frequency of 75 Hz without contact. Furthermore, the decay of the waveform after it peaks is consistent with the damped oscillations of a black hole relaxing to a final stationary Kerr configuration. Below, we present a general-relativistic analysis of GW150914; Fig. 2 shows the calculated waveform using the resulting source parameters. III. DETECTORS Gravitational-wave astronomy exploits multiple, widely separated detectors to distinguish gravitational waves from local to provide source sky localization, and to measure wave polarizations. The LIGO sites each operate a single Advanced LIGO instrumental and environmental noise, FIG. 2. Top: Estimated gravitational-wave strain amplitude from GW150914 projected onto H1. This shows the full bandwidth of the waveforms, without the filtering used for Fig. 1. The inset images show numerical relativity models of the black hole horizons as the black holes coalesce. Bottom: The Keplerian effective black hole separation in units of Schwarzschild radii (RS = 2GM=c2) and the effective relative velocity given by the post-Newtonian parameter v=c ¼ ðGMπf=c3Þ1=3, where f is the gravitational-wave frequency calculated with numerical relativity and M is the total mass (value from Table I). detector [33], concepts↗concepts↗sensessensesa modified Michelson interferometer (see Fig. 3) that measures gravitational-wave strain as a difference in length of its orthogonal arms. Each arm is formed by two mirrors, acting as test masses, separated by Lx ¼ Ly ¼ L = 4 km. A passing gravitational wave effectively alters the arm lengths such that the measured difference is ΔLðtÞ ¼ δLx − δLy ¼ hðtÞL, where h is the gravitational-wave strain amplitude projected onto the detector. This differential length variation alters the phase difference between the two light fields returning to the beam splitter, transmitting an optical signal proportional to the gravitational-wave strain to the output photodetector. To achieve sufficient sensitivity to measure gravitational waves, the detectors include several enhancements to the basic Michelson interferometer. concepts↗sensesFirst, each arm contains a resonant optical cavity, formed by its two test mass mirrors, that multiplies the effect of a gravitational wave on the light phase by a factor of 300 [48]. concepts↗sensesSecond, a partially transmissive power-recycling mirror at the input provides additional resonant buildup of the laser light in the interferometer as a whole [49,50]: 20 W of laser input is increased to 700 W incident on the beam splitter, which is further increased to 100 kW circulating in each arm cavity. Third, a partially transmissive signal-recycling mirror at the output optimizes 061102-3 PRL 116, 061102 (2016) P H Y S I C A L R E V I E W L E T T E R S week ending 12 FEBRUARY 2016 (b) (a) FIG. 3. Simplified diagram of an Advanced LIGO detector (not to scale). A gravitational wave propagating orthogonally to the detector plane and linearly polarized parallel to the 4-km optical cavities will have the effect of lengthening one 4-km arm and shortening the other during one half-cycle of the wave; these length changes are reversed during the other half-cycle. The output photodetector records these differential cavity length variations. While a detector’s directional response is maximal for this case, it is still significant for most other angles of incidence or polarizations (gravitational waves propagate freely through the Earth). Inset (a): Location and orientation of the LIGO detectors at Hanford, WA (H1) and Livingston, LA (L1). Inset (b): The instrument noise for each detector near the time of the signal detection; this is an amplitude spectral density, expressed in terms of equivalent gravitational-wave strain amplitude. The sensitivity is limited by photon shot noise at frequencies above 150 Hz, and by a superposition of other noise sources at lower frequencies [47]. Narrow-band features include calibration lines (33–38, 330, and 1080 Hz), vibrational modes of suspension fibers (500 Hz and harmonics), and 60 Hz electric power grid harmonics. the gravitational-wave signal extraction by broadening the bandwidth of the arm cavities [51,52]. The interferometer is illuminated with a 1064-nm wavelength Nd:YAG laser, stabilized in amplitude, frequency, and beam geometry [53,54]. The gravitational-wave signal is extracted at the output port using a homodyne readout [55]. These interferometry techniques are designed to maximize the conversion of strain to optical signal, thereby minimizing the impact of photon shot noise (the principal noise at high frequencies). High strain sensitivity also requires that the test masses have low displacement noise, which is achieved by isolating them from seismic noise (low frequencies) and designing them to have low thermal noise (intermediate frequencies). Each test mass is suspended as the final stage of a quadruple-pendulum system [56], supported by an active seismic isolation platform [57]. These systems collectively provide more than 10 orders of magnitude of isolation from ground motion for frequencies above 10 Hz. Thermal noise is minimized by using low-mechanical-loss materials in the test masses and their suspensions: the test masses are 40-kg fused silica substrates with low-loss dielectric optical coatings [58,59], and are suspended with fused silica fibers from the stage above [60]. To minimize additional noise sources, all components other than the laser source are mounted on vibration isolation stages in ultrahigh vacuum. To reduce optical phase fluctuations caused by Rayleigh scattering, the pressure in the 1.2-m diameter tubes containing the armcavity beams is maintained below 1 μPa. Servo controls are used to hold the arm cavities on resonance [61] and maintain proper alignment of the optical components [62]. The detector output is calibrated in strain by measuring its response to test mass motion induced by photon pressure from a modulated calibration laser beam [63]. The calibration is established to an uncertainty (1σ) of less than 10% in amplitude and 10 degrees in phase, and is continuously monitored with calibration laser excitations at selected frequencies. Two alternative methods are used to validate the absolute calibration, one referenced to the main laser wavelength and the other to a radio-frequency oscillator 061102-4 PRL 116, 061102 (2016) P H Y S I C A L R E V I E W L E T T E R S week ending 12 FEBRUARY 2016 [64]. Additionally, the detector response to gravitational waves is tested by injecting simulated waveforms with the calibration laser. To monitor environmental disturbances and their influence on the detectors, each observatory site is equipped with an array of sensors: seismometers, accelerometers, radio receivers, weather microphones, magnetometers, sensors, ac-power line monitors, and a cosmic-ray detector [65]. Another ∼105 channels record the interferometer’s operating point and the state of the control systems. Data collection is synchronized to Global Positioning System (GPS) time to better than 10 μs [66]. Timing accuracy is verified with an atomic clock and a secondary GPS receiver at each observatory site. In their most sensitive band, 100–300 Hz, the current LIGO detectors are 3 to 5 times more sensitive to strain than initial LIGO [67]; at lower frequencies, the improvement is even greater, with more than ten times better sensitivity below 60 Hz. concepts↗concepts↗sensesconcept_edgesBecause the detectors respond proportionally to gravitational-wave amplitude, at low redshift the volume of space to which they are sensitive increases as the cube of strain sensitivity. For binary black holes with masses similar to GW150914, the space-time volume surveyed by the observations reported here surpasses previous observations by an order of magnitude [68]. IV. DETECTOR VALIDATION Both detectors were in steady state operation for several hours around GW150914. All performance measures, in particular their average sensitivity and transient noise behavior, were typical of the full analysis period [69,70]. Exhaustive investigations of instrumental and environmental disturbances were performed, giving no evidence to suggest that GW150914 could be an instrumental artifact [69]. The detectors’ susceptibility to environmental disturbances was quantified by measuring their response to specially generated magnetic, radio-frequency, acoustic, and vibration excitations. These tests indicated that any external disturbance large enough to have caused the observed signal would have been clearly recorded by the array of environmental sensors. None of the environmental sensors recorded any disturbances that evolved in time and frequency like GW150914, and all environmental fluctuations during the second that contained GW150914 were too small to account for more than 6% of its strain amplitude. Special care was taken to search for long-range correlated disturbances that might produce nearly simultaneous signals at the two sites. No significant disturbances were found. The detector strain data exhibit non-Gaussian noise transients that arise from a variety of instrumental mechanisms. Many have distinct signatures, visible in auxiliary data channels that are not sensitive to gravitational waves; such instrumental transients are removed from our analyses [69]. Any instrumental transients that remain in the data are accounted for in the estimated detector backgrounds described below. There is no evidence for instrumental transients that are temporally correlated between the two detectors. V. SEARCHES method↗We present the analysis of 16 days of coincident observations between the two LIGO detectors from September 12 to October 20, 2015. This is a subset of the data from Advanced LIGO’s first observational period that ended on January 12, 2016. sensessensesGW150914 is confidently detected by two different types of searches. sensesOne aims to recover signals from the coalescence of compact objects, transfersconcepts↗using optimal matched filtering with waveforms predicted by general relativity. The other search targets a broad range of generic transient signals, with minimal assumptions about waveforms. These searches use independent methods, and their response to detector noise consists of different, uncorrelated, events. However, strong signals from binary black hole mergers are expected to be detected by both searches. concepts↗concepts↗sensessensesEach search identifies candidate events that are detected at both observatories consistent with the intersite propagation time. Events are assigned a detection-statistic value that ranks their likelihood of being a gravitational-wave signal. concepts↗concepts↗sensesconcept_edgesThe significance of a candidate event is determined by the search background—concepts↗the rate at which detector noise produces events with a detection-statistic value equal to or higher than the candidate event. limitationsEstimating this background is challenging for two reasons: the detector noise is nonstationary and non-Gaussian, so its properties must be empirically determined; and it is not possible to shield the detector from gravitational waves to directly measure a signal-free background. concept_edgesThe specific procedure used to estimate the background is slightly different for the two searches, concepts↗sensesbut concepts↗sensesconcept_edgesboth use a time-shift technique: the time stamps of one detector’s data are artificially shifted by an offset that is large compared to the intersite propagation time, and a new set of events is produced based on this time-shifted data set. For instrumental noise that is uncorrelated between detectors this is an effective way to estimate the background. limitationsIn this process a gravitationalwave signal in one detector may coincide with time-shifted noise transients in the other detector, thereby contributing to the background estimate. This leads to an overestimate of the noise background and therefore to a more conservative assessment of the significance of candidate events. The characteristics of non-Gaussian noise vary between different time-frequency regions. limitationsThis means that the search backgrounds are not uniform across the space of signals being searched. To maximize sensitivity and provide a better estimate of event significance, the searches sort both their background estimates and their event candidates into different classes according to their time-frequency morphology. The significance of a candidate event is measured against the background of its class. To account for having searched 061102-5 PRL 116, 061102 (2016) P H Y S I C A L R E V I E W L E T T E R S week ending 12 FEBRUARY 2016 multiple classes, this significance is decreased by a trials factor equal to the number of classes [71]. A. Generic transient search Designed to operate without a specific waveform model, this search identifies coincident excess power in timethe detector strain data frequency representations of [43,72], for signal frequencies up to 1 kHz and durations up to a few seconds. is p ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi 2Ec=ð1 þ En=EcÞ The search reconstructs signal waveforms consistent with a common gravitational-wave signal in both detectors using a multidetector maximum likelihood method. Each ranked according to the detection statistic event ηc ¼ , where Ec is the dimensionless coherent signal energy obtained by cross-correlating the two reconstructed waveforms, and En is the dimensionless residual noise energy after the reconstructed signal is subtracted from the data. The statistic ηc thus quantifies the SNR of the event and the consistency of the data between the two detectors. Based on their time-frequency morphology, the events are divided into three mutually exclusive search classes, as described in [41]: events with time-frequency morphology of known populations of noise transients (class C1), events with frequency that increases with time (class C3), and all remaining events (class C2). Detected with ηc = 20.0, GW150914 is the strongest event of the entire search. Consistent with its coalescence signal signature, it is found in the search class C3 of events with increasing time-frequency evolution. Measured on a background equivalent to over 67 400 years of data and including a trials factor of 3 to account for the search classes, its false alarm rate is lower than 1 in 22 500 years. This corresponds to a probability < 2 × 10−6 of observing one or more noise events as strong as GW150914 during the analysis time, equivalent to 4.6σ. The left panel of Fig. 4 shows the C3 class results and background. The selection criteria that define the search class C3 reduce the background by introducing a constraint on the signal morphology. In order to illustrate the significance of GW150914 against a background of events with arbitrary shapes, we also show the results of a search that uses the same set of events as the one described above but without this constraint. Specifically, we use only two search classes: the C1 class and the union of C2 and C3 classes (C2 þ C3). In this two-class search the GW150914 event is found in the C2 þ C3 class. The left panel of Fig. 4 shows the C2 þ C3 class results and background. In the background of this class there are four events with ηc ≥ 32.1, yielding a false alarm rate for GW150914 of 1 in 8 400 years. This corresponds to a false alarm probability of 5 × 10−6 equivalent to 4.4σ. FIG. 4. concepts↗concepts↗Search results from the generic transient search (left) and the binary coalescence search (right). These histograms show the number of candidate events (orange markers) and the mean number of background events (black lines) in the search class where GW150914 was found as a function of the search detection statistic and with a bin width of 0.2. content_tags↗The scales on the top give the significance of an event in Gaussian standard deviations based on the corresponding noise background. The significance of GW150914 is greater than 5.1σ and 4.6σ for the binary coalescence and the generic transient searches, respectively. Left: Along with the primary search (C3) we also show the results (blue markers) and background (green curve) for an alternative search that treats events independently of their frequency evolution (C2 þ C3). The classes C2 and C3 are defined in the text. Right: The tail in the black-line background of the binary coalescence search is due to random coincidences of GW150914 in one detector with noise in the other detector. (This type of event is practically absent in the generic transient search background because they do not pass the time-frequency consistency requirements used in that search.) The purple curve is the background excluding those coincidences, which is used to assess the significance of the second strongest event. 061102-6 PRL 116, 061102 (2016) P H Y S I C A L R E V I E W L E T T E R S week ending 12 FEBRUARY 2016 For robustness and validation, we also use other generic transient search algorithms [41]. A different search [73] and a parameter estimation follow-up [74] detected GW150914 with consistent significance and signal parameters. B. Binary coalescence search TABLE I. Source parameters for GW150914. content_tags↗We report median values with 90% credible intervals that include statistical errors, and systematic errors from averaging the results of different waveform models. Masses are given in the source to the detector frame multiply by (1 þ z) frame; [90]. The source redshift assumes standard cosmology [91]. to convert results This search targets gravitational-wave emission from binary systems with individual masses from 1 to 99M⊙, total mass less than 100M⊙, and dimensionless spins up to 0.99 [44]. concepts↗sensesTo model systems with total mass larger than 4M⊙, we use the effective-one-body formalism [75], which combines from the post-Newtonian approach [11,76] with results from black hole perturbation theory and numerical relativity. The waveform model [77,78] assumes that the spins of the merging objects are aligned with the orbital angular momentum, but the resulting templates can, nonetheless, effectively recover systems with misaligned spins region of GW150914 [44]. Approximately 250 000 template waveforms are used to cover this parameter space. in the parameter The search calculates the matched-filter signal-to-noise ratio ρðtÞ for each template in each detector and identifies maxima of ρðtÞ with respect to the time of arrival of the signal [79–81]. content_tags↗For each maximum we calculate a chi-squared statistic χ2 to test whether the data in several different r frequency bands are consistent with the matching template [82]. Values of χ2 r near unity indicate that the signal is consistent with a coalescence. If χ2 r is greater than unity, ρðtÞ is reweighted as ˆρ ¼ ρ=f½1 þ ðχ2 rÞ3(cid:2)=2g1=6 [83,84]. The final step enforces coincidence between detectors by selecting event pairs that occur within a 15-ms window and come from the same template. The 15-ms window is determined by the 10-ms intersite propagation time plus 5 ms for uncertainty in arrival time of weak signals. We rank coincident events based on the quadrature sum ˆρc of the ˆρ from both detectors [45]. To produce background data for this search the SNR maxima of one detector are time shifted and a new set of coincident events is computed. Repeating this procedure ∼107 times produces a noise background analysis time equivalent to 608 000 years. To account for the search background noise varying across the target signal space, candidate and background events are divided into three search classes based on template length. The right panel of Fig. 4 shows the background for the search class of GW150914. The GW150914 detectionstatistic value of ˆρc = 23.6 is larger than any background event, so only an upper bound can be placed on its false alarm rate. Across the three search classes this bound is 1 in 203 000 years. This translates to a false alarm probability < 2 × 10−7, corresponding to 5.1σ. A second, independent matched-filter analysis that uses a different method for estimating the significance of its events [85,86], also detected GW150914 with identical signal parameters and consistent significance. Primary black hole mass Secondary black hole mass Final black hole mass Final black hole spin Luminosity distance Source redshift z −4 M⊙ −4 M⊙ −4 M⊙ 36+5 29+4 62+4 0.67+0.05 −0.07 410+160 −180 Mpc 0.09+0.03 −0.04 When an event is confidently identified as a real gravitational-wave signal, as for GW150914, the background used to determine the significance of other events is reestimated without the contribution of this event. This is the background distribution shown as a purple line in the right panel of Fig. 4. Based on this, the second most significant event has a false alarm rate of 1 per 2.3 years and corresponding Poissonian false alarm probability of 0.02. Waveform analysis of this event is indicates that astrophysical is also a binary black hole merger [44]. in origin it if it VI. SOURCE DISCUSSION The matched-filter search is optimized for detecting it provides only approximate estimates of signals, but the source parameters. concepts↗sensescontent_tags↗To refine them we use general relativity-based models [77,78,87,88], some of which include spin precession, and for each model perform a coherent Bayesian analysis to derive posterior distributions of the source parameters [89]. The initial and final masses, final spin, distance, and redshift of the source are shown in Table I. limitationsThe spin of the primary black hole is constrained to be < 0.7 (90% credible interval) indicating it is not maximally spinning, while the spin of the secondary is only weakly constrained. These source parameters are discussed in detail in [39]. The parameter uncertainties include statistical errors and systematic errors from averaging the results of different waveform models. Using the fits to numerical simulations of binary black hole mergers in [92,93], we provide estimates of the mass and spin of the final black hole, the total energy radiated in gravitational waves, and the peak gravitational-wave luminosity [39]. The estimated total energy radiated in gravitational waves is 3.0+0.5 −0.5 M⊙c2. The system reached a peak gravitational-wave luminosity of 3.6+0.5 −0.4 × 1056 erg=s, equivalent to 200+30 −20 M⊙c2=s. Several analyses have been performed to determine whether or not GW150914 is consistent with a binary 061102-7 PRL 116, 061102 (2016) P H Y S I C A L R E V I E W L E T T E R S week ending 12 FEBRUARY 2016 black hole system in general relativity [94]. A first consistency check involves the mass and spin of the final black hole. concepts↗concepts↗unhoused_relationssensesIn general relativity, the end product of a black hole binary coalescence is a Kerr black hole, which is fully described by its mass and spin. For quasicircular inspirals, these are predicted uniquely by Einstein’s equations as a function of the masses and spins of the two progenitor black holes. controlsUsing fitting formulas calibrated to numerical relativity simulations [92], we verified that the remnant mass and spin deduced from the early stage of the coalescence and those inferred independently from the late stage are consistent with each other, with no evidence for disagreement from general relativity. Within the post-Newtonian formalism, the phase of the gravitational waveform during the inspiral can be expressed as a power series in f1=3. The coefficients of this expansion can be computed in general relativity. Thus, we can test for consistency with general relativity [95,96] by allowing the coefficients to deviate from the nominal values, and seeing if the resulting waveform is consistent with the data. In this second check [94] we place constraints on these deviations, finding no evidence for violations of general relativity. Finally, assuming a modified dispersion relation for gravitational waves [97], our observations constrain the Compton wavelength of the graviton to be λg > 1013 km, which could be interpreted as a bound on the graviton mass mg < 1.2 × 10−22 eV=c2. limitationsThis improves on Solar System and binary pulsar bounds [98,99] by factors of a few and a thousand, respectively, but does not improve on the modeldependent bounds derived from the dynamics of Galaxy clusters [100] and weak lensing observations [101]. In summary, all three tests are consistent with the predictions of general relativity in the strong-field regime of gravity. GW150914 demonstrates the existence of stellar-mass black holes more massive than ≃25M⊙, and establishes that binary black holes can form in nature and merge within a Hubble time. Binary black holes have been predicted to form both in isolated binaries [102–104] and in dense environments by dynamical interactions [105–107]. The formation of such massive black holes from stellar evolution requires weak massive-star winds, which are possible in stellar environments with metallicity lower than ≃1=2 the solar value [108,109]. Further astrophysical implications of this binary black hole discovery are discussed in [110]. These observational results constrain the rate of stellarmass binary black hole mergers in the local universe. Using several different models of the underlying binary black hole mass distribution, we obtain rate estimates ranging from 2–400 Gpc−3 yr−1 in the comoving frame [111–113]. This is consistent with a broad range of rate predictions as reviewed in [114], with only the lowest event rates being excluded. concepts↗sensesBinary black hole systems at larger distances contribute to a stochastic background of gravitational waves from the superposition of unresolved systems. Predictions for such a background are presented in [115]. If the signal from such a population were detected, it would provide information about the evolution of such binary systems over the history of the universe. VII. OUTLOOK Further details about these results and associated data releases are available at [116]. Analysis results for the entire first observational period will be reported in future publications. Efforts are under way to enhance significantly the global gravitational-wave detector network [117]. These include further commissioning of the Advanced LIGO detectors to reach design sensitivity, which will allow detection of binaries like GW150914 with 3 times higher SNR. Additionally, Advanced Virgo, KAGRA, and a possible third LIGO detector in India [118] will extend the network and significantly improve the position reconstruction and parameter estimation of sources. VIII. CONCLUSION The LIGO detectors have observed gravitational waves from the merger of two stellar-mass black holes. The detected waveform matches the predictions of general relativity for the inspiral and merger of a pair of black holes and the ringdown of the resulting single black hole. These observations demonstrate the existence of binary stellar-mass black hole systems. This is the first direct detection of gravitational waves and the first observation of a binary black hole merger. ACKNOWLEDGMENTS (STFC) of The authors gratefully acknowledge the support of the United States National Science Foundation (NSF) for the construction and operation of the LIGO Laboratory and Advanced LIGO as well as the Science and the United Technology Facilities Council Kingdom, the Max-Planck Society (MPS), and the State of Niedersachsen, Germany, for support of the construction of Advanced LIGO and construction and operation of the GEO 600 detector. Additional support for Advanced LIGO was provided by the Australian Research Council. The authors gratefully acknowledge Italian Istituto Nazionale di Fisica Nucleare (INFN), the French Centre National de la Recherche Scientifique (CNRS), and the Foundation for Fundamental Research on Matter supported by the Netherlands Organisation for Scientific Research, for the construction and operation of the Virgo detector, and for the creation and support of the EGO consortium. The authors also gratefully acknowledge research support from these agencies as well as by the Council of Scientific and Industrial Research of India, Department of Science and the 061102-8 PRL 116, 061102 (2016) P H Y S I C A L R E V I E W L E T T E R S week ending 12 FEBRUARY 2016 the the (LIO), Conselleria the Royal Society, Spanish Ministerio de Economía d’Economia the Govern de les Illes Balears, Technology, India, Science & Engineering Research Board (SERB), India, Ministry of Human Resource Development, y India, Competitividad, i Competitivitat and Conselleria d’Educació, Cultura i Universitats of the the European National Science Centre of Poland, Commission, the Scottish Funding Council, the Scottish Universities Physics Alliance, the Hungarian Scientific Research Fund (OTKA), the Lyon the National Research Institute of Origins Foundation of Korea, Industry Canada and the Province of Ontario through the Ministry of Economic Development and Innovation, the Natural Sciences and Engineering Research Council of Canada, Canadian Institute for Advanced Research, the Brazilian Ministry of Science, Technology, and Innovation, Russian Foundation for Basic Research, the Leverhulme Trust, the Research Corporation, Ministry of Science and Technology (MOST), Taiwan, and the Kavli Foundation. 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Bondu,55 R. Bonnand,7 B. A. Boom,9 R. Bork,1 V. Boschi,18,19 S. Bose,56,14 Y. Bouffanais,30 A. Bozzi,34 C. Bradaschia,19 P. R. Brady,16 V. B. Braginsky,49 M. Branchesi,57,58 J. E. Brau,59 T. Briant,60 A. Brillet,53 M. Brinkmann,8 V. Brisson,23 P. Brockill,16 A. F. Brooks,1 D. A. Brown,35 D. D. Brown,45 N. M. Brown,10 C. C. Buchanan,2 A. Buikema,10 T. Bulik,44 H. J. Bulten,61,9 A. Buonanno,29,62 D. Buskulic,7 C. Buy,30 R. L. Byer,40 M. Cabero,8 L. Cadonati,63 G. Cagnoli,64,65 C. Cahillane,1 J. Calderón Bustillo,66,63 T. Callister,1 E. Calloni,67,4 J. B. Camp,68 K. C. Cannon,69 J. Cao,70 C. D. Capano,8 E. Capocasa,30 F. Carbognani,34 S. Caride,71 J. Casanueva Diaz,23 C. Casentini,25,13 S. Caudill,16 M. Cavaglià,21 F. Cavalier,23 R. Cavalieri,34 G. Cella,19 C. B. Cepeda,1 L. Cerboni Baiardi,57,58 G. Cerretani,18,19 E. Cesarini,25,13 R. Chakraborty,1 T. Chalermsongsak,1 S. J. Chamberlin,72 M. Chan,36 S. Chao,73 P. Charlton,74 E. Chassande-Mottin,30 H. Y. Chen,75 Y. Chen,76 C. Cheng,73 A. Chincarini,47 A. Chiummo,34 H. S. Cho,77 M. Cho,62 J. H. Chow,20 N. Christensen,78 Q. Chu,51 S. Chua,60 S. Chung,51 G. Ciani,5 F. Clara,37 J. A. Clark,63 F. Cleva,53 E. Coccia,25,12,13 P.-F. Cohadon,60 A. Colla,79,28 C. G. Collette,80 L. Cominsky,81 M. Constancio Jr.,11 A. Conte,79,28 L. Conti,42 D. Cook,37 T. R. Corbitt,2 N. Cornish,31 A. Corsi,71 S. Cortese,34 C. A. Costa,11 M. W. Coughlin,78 S. B. Coughlin,82 J.-P. Coulon,53 S. T. Countryman,39 P. Couvares,1 E. E. Cowan,63 D. M. Coward,51 M. J. Cowart,6 D. C. Coyne,1 R. Coyne,71 K. Craig,36 J. D. E. Creighton,16 T. D. Creighton,83 J. Cripe,2 S. G. Crowder,84 A. M. Cruise,45 A. Cumming,36 L. Cunningham,36 E. Cuoco,34 T. Dal Canton,8 S. L. Danilishin,36 S. D’Antonio,13 K. Danzmann,17,8 N. S. Darman,85 C. F. Da Silva Costa,5 V. Dattilo,34 I. Dave,48 H. P. Daveloza,83 M. Davier,23 G. S. Davies,36 E. J. Daw,86 R. Day,34 S. De,35 D. DeBra,40 G. Debreczeni,38 J. Degallaix,65 M. De Laurentis,67,4 S. Deléglise,60 W. Del Pozzo,45 T. Denker,8,17 T. Dent,8 H. Dereli,53 V. Dergachev,1 R. T. DeRosa,6 R. De Rosa,67,4 R. DeSalvo,87 S. Dhurandhar,14 M. C. Díaz,83 L. Di Fiore,4 M. Di Giovanni,79,28 A. Di Lieto,18,19 S. Di Pace,79,28 I. Di Palma,29,8 A. Di Virgilio,19 G. Dojcinoski,88 V. Dolique,65 F. Donovan,10 K. L. Dooley,21 S. Doravari,6,8 R. Douglas,36 T. P. Downes,16 M. Drago,8,89,90 R. W. P. Drever,1 J. C. Driggers,37 Z. Du,70 M. Ducrot,7 S. E. Dwyer,37 T. B. Edo,86 M. C. Edwards,78 A. Effler,6 H.-B. Eggenstein,8 P. Ehrens,1 J. Eichholz,5 S. S. Eikenberry,5 W. Engels,76 R. C. Essick,10 T. Etzel,1 M. Evans,10 T. M. Evans,6 R. Everett,72 M. Factourovich,39 V. Fafone,25,13,12 H. Fair,35 S. Fairhurst,91 X. Fan,70 Q. Fang,51 S. Farinon,47 B. Farr,75 W. M. Farr,45 M. Favata,88 M. Fays,91 H. Fehrmann,8 M. M. Fejer,40 D. Feldbaum,5 I. Ferrante,18,19 E. C. Ferreira,11 F. Ferrini,34 F. Fidecaro,18,19 L. S. Finn,72 I. Fiori,34 D. Fiorucci,30 R. P. Fisher,35 R. Flaminio,65,92 M. Fletcher,36 H. Fong,69 J.-D. Fournier,53 S. Franco,23 S. Frasca,79,28 F. Frasconi,19 M. Frede,8 Z. Frei,54 A. Freise,45 R. Frey,59 V. Frey,23 T. T. Fricke,8 P. Fritschel,10 V. V. Frolov,6 P. Fulda,5 M. Fyffe,6 H. A. G. Gabbard,21 J. R. Gair,93 L. Gammaitoni,32,33 S. G. Gaonkar,14 F. Garufi,67,4 A. Gatto,30 G. Gaur,94,95 N. Gehrels,68 G. Gemme,47 B. Gendre,53 E. Genin,34 A. Gennai,19 J. George,48 L. Gergely,96 V. Germain,7 Abhirup Ghosh,15 061102-11 PRL 116, 061102 (2016) P H Y S I C A L R E V I E W L E T T E R S week ending 12 FEBRUARY 2016 Archisman Ghosh,15 S. Ghosh,52,9 J. A. Giaime,2,6 K. D. Giardina,6 A. Giazotto,19 K. Gill,97 A. Glaefke,36 J. R. Gleason,5 E. Goetz,98 R. Goetz,5 L. Gondan,54 G. González,2 J. M. Gonzalez Castro,18,19 A. Gopakumar,99 N. A. Gordon,36 M. L. Gorodetsky,49 S. E. Gossan,1 M. Gosselin,34 R. Gouaty,7 C. Graef,36 P. B. Graff,62 M. Granata,65 A. Grant,36 S. Gras,10 C. Gray,37 G. Greco,57,58 A. C. Green,45 R. J. S. Greenhalgh,100 P. Groot,52 H. Grote,8 S. Grunewald,29 G. M. Guidi,57,58 X. Guo,70 A. Gupta,14 M. K. Gupta,95 K. E. Gushwa,1 E. K. Gustafson,1 R. Gustafson,98 J. J. Hacker,22 B. R. Hall,56 E. D. Hall,1 G. Hammond,36 M. Haney,99 M. M. Hanke,8 J. Hanks,37 C. Hanna,72 M. D. Hannam,91 J. Hanson,6 T. Hardwick,2 J. Harms,57,58 G. M. Harry,101 I. W. Harry,29 M. J. Hart,36 M. T. Hartman,5 C.-J. Haster,45 K. Haughian,36 J. Healy,102 J. Heefner,1,a A. Heidmann,60 M. C. Heintze,5,6 G. Heinzel,8 H. Heitmann,53 P. Hello,23 G. Hemming,34 M. Hendry,36 I. S. Heng,36 J. Hennig,36 A. W. Heptonstall,1 M. Heurs,8,17 S. Hild,36 D. Hoak,103 K. A. Hodge,1 D. Hofman,65 S. E. Hollitt,104 K. Holt,6 D. E. Holz,75 P. Hopkins,91 D. J. Hosken,104 J. Hough,36 E. A. Houston,36 E. J. Howell,51 Y. M. Hu,36 S. Huang,73 E. A. Huerta,105,82 D. Huet,23 B. Hughey,97 S. Husa,66 S. H. Huttner,36 T. Huynh-Dinh,6 A. Idrisy,72 N. Indik,8 D. R. Ingram,37 R. Inta,71 H. N. Isa,36 J.-M. Isac,60 M. Isi,1 G. Islas,22 T. Isogai,10 B. R. Iyer,15 K. Izumi,37 M. B. Jacobson,1 T. Jacqmin,60 H. Jang,77 K. Jani,63 P. Jaranowski,106 S. Jawahar,107 F. Jiménez-Forteza,66 W. W. Johnson,2 N. K. Johnson-McDaniel,15 D. I. Jones,26 R. Jones,36 R. J. G. Jonker,9 L. Ju,51 K. Haris,108 C. V. Kalaghatgi,24,91 V. Kalogera,82 S. Kandhasamy,21 G. Kang,77 J. B. Kanner,1 S. Karki,59 M. Kasprzack,2,23,34 E. Katsavounidis,10 W. Katzman,6 S. Kaufer,17 T. Kaur,51 K. Kawabe,37 F. Kawazoe,8,17 F. Kéfélian,53 M. S. Kehl,69 D. Keitel,8,66 D. B. Kelley,35 W. Kells,1 R. Kennedy,86 D. G. Keppel,8 J. S. Key,83 A. Khalaidovski,8 F. Y. Khalili,49 I. Khan,12 S. Khan,91 Z. Khan,95 E. A. Khazanov,109 N. Kijbunchoo,37 C. Kim,77 J. Kim,110 K. Kim,111 Nam-Gyu Kim,77 Namjun Kim,40 Y.-M. Kim,110 E. J. King,104 P. J. King,37 D. L. Kinzel,6 J. S. Kissel,37 L. Kleybolte,27 S. Klimenko,5 S. M. Koehlenbeck,8 K. Kokeyama,2 S. Koley,9 V. Kondrashov,1 A. Kontos,10 S. Koranda,16 M. Korobko,27 W. Z. Korth,1 I. Kowalska,44 D. B. Kozak,1 V. Kringel,8 B. Krishnan,8 A. Królak,112,113 C. Krueger,17 G. Kuehn,8 P. Kumar,69 R. Kumar,36 L. Kuo,73 A. 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W. Muir,91 Arunava Mukherjee,15 D. Mukherjee,16 S. Mukherjee,83 N. Mukund,14 A. Mullavey,6 J. Munch,104 D. J. Murphy,39 P. G. Murray,36 A. Mytidis,5 I. Nardecchia,25,13 L. Naticchioni,79,28 R. K. Nayak,123 V. Necula,5 K. Nedkova,103 G. Nelemans,52,9 M. Neri,46,47 A. Neunzert,98 G. Newton,36 T. T. Nguyen,20 A. B. Nielsen,8 S. Nissanke,52,9 A. Nitz,8 F. Nocera,34 D. Nolting,6 M. E. N. Normandin,83 L. K. Nuttall,35 J. Oberling,37 E. Ochsner,16 J. O’Dell,100 E. Oelker,10 G. H. Ogin,124 J. J. Oh,125 S. H. Oh,125 F. Ohme,91 M. Oliver,66 P. Oppermann,8 Richard J. Oram,6 B. O’Reilly,6 R. O’Shaughnessy,102 C. D. Ott,76 D. J. Ottaway,104 R. S. Ottens,5 H. Overmier,6 B. J. Owen,71 A. Pai,108 S. A. Pai,48 J. R. Palamos,59 O. Palashov,109 C. Palomba,28 A. Pal-Singh,27 H. Pan,73 Y. Pan,62 C. Pankow,82 F. Pannarale,91 B. C. Pant,48 F. Paoletti,34,19 A. Paoli,34 M. A. Papa,29,16,8 H. R. Paris,40 W. Parker,6 D. Pascucci,36 A. Pasqualetti,34 R. Passaquieti,18,19 D. Passuello,19 B. Patricelli,18,19 Z. 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Warner,37 M. Was,7 B. Weaver,37 L.-W. Wei,53 M. Weinert,8 A. J. Weinstein,1 R. Weiss,10 T. Welborn,6 L. Wen,51 P. Weßels,8 T. Westphal,8 K. Wette,8 J. T. Whelan,102,8 S. E. Whitcomb,1 D. J. White,86 B. F. Whiting,5 K. Wiesner,8 C. Wilkinson,37 P. A. Willems,1 L. Williams,5 R. D. Williams,1 A. R. Williamson,91 J. L. Willis,133 B. Willke,17,8 M. H. Wimmer,8,17 L. Winkelmann,8 W. Winkler,8 C. C. Wipf,1 A. G. Wiseman,16 H. Wittel,8,17 G. Woan,36 J. Worden,37 J. L. Wright,36 G. Wu,6 J. Yablon,82 I. Yakushin,6 W. Yam,10 H. Yamamoto,1 C. C. Yancey,62 M. J. Yap,20 H. Yu,10 M. Yvert,7 A. Zadrożny,112 L. Zangrando,42 M. Zanolin,97 J.-P. Zendri,42 M. Zevin,82 F. Zhang,10 L. Zhang,1 M. Zhang,120 Y. Zhang,102 C. Zhao,51 M. Zhou,82 Z. Zhou,82 X. J. Zhu,51 M. E. Zucker,1,10 S. E. Zuraw,103 and J. Zweizig1 (LIGO Scientific Collaboration and Virgo Collaboration) 1LIGO, California Institute of Technology, Pasadena, California 91125, USA 2Louisiana State University, Baton Rouge, Louisiana 70803, USA 3Università di Salerno, Fisciano, I-84084 Salerno, Italy 4INFN, Sezione di Napoli, Complesso Universitario di Monte S. Angelo, I-80126 Napoli, Italy 5University of Florida, Gainesville, Florida 32611, USA 6LIGO Livingston Observatory, Livingston, Louisiana 70754, USA 7Laboratoire d’Annecy-le-Vieux de Physique des Particules (LAPP), Université Savoie Mont Blanc, CNRS/IN2P3, F-74941 Annecy-le-Vieux, France 8Albert-Einstein-Institut, Max-Planck-Institut für Gravitationsphysik, D-30167 Hannover, Germany 9Nikhef, Science Park, 1098 XG Amsterdam, Netherlands 10LIGO, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA 061102-13 PRL 116, 061102 (2016) P H Y S I C A L R E V I E W L E T T E R S week ending 12 FEBRUARY 2016 11Instituto Nacional de Pesquisas Espaciais, 12227-010 São José dos Campos, São Paulo, Brazil 12INFN, Gran Sasso Science Institute, I-67100 L’Aquila, Italy 13INFN, Sezione di Roma Tor Vergata, I-00133 Roma, Italy 14Inter-University Centre for Astronomy and Astrophysics, Pune 411007, India 15International Centre for Theoretical Sciences, Tata Institute of Fundamental Research, Bangalore 560012, India 16University of Wisconsin-Milwaukee, Milwaukee, Wisconsin 53201, USA 17Leibniz Universität Hannover, D-30167 Hannover, Germany 18Università di Pisa, I-56127 Pisa, Italy 19INFN, Sezione di Pisa, I-56127 Pisa, Italy 20Australian National University, Canberra, Australian Capital Territory 0200, Australia 21The University of Mississippi, University, Mississippi 38677, USA 22California State University Fullerton, Fullerton, California 92831, USA 23LAL, Université Paris-Sud, CNRS/IN2P3, Université Paris-Saclay, Orsay, France 24Chennai Mathematical Institute, Chennai, India 603103 25Università di Roma Tor Vergata, I-00133 Roma, Italy 26University of Southampton, Southampton SO17 1BJ, United Kingdom 27Universität Hamburg, D-22761 Hamburg, Germany 28INFN, Sezione di Roma, I-00185 Roma, Italy 29Albert-Einstein-Institut, Max-Planck-Institut für Gravitationsphysik, D-14476 Potsdam-Golm, Germany 30APC, AstroParticule et Cosmologie, Université Paris Diderot, CNRS/IN2P3, CEA/Irfu, Observatoire de Paris, Sorbonne Paris Cité, F-75205 Paris Cedex 13, France 31Montana State University, Bozeman, Montana 59717, USA 32Università di Perugia, I-06123 Perugia, Italy 33INFN, Sezione di Perugia, I-06123 Perugia, Italy 34European Gravitational Observatory (EGO), I-56021 Cascina, Pisa, Italy 35Syracuse University, Syracuse, New York 13244, USA 36SUPA, University of Glasgow, Glasgow G12 8QQ, United Kingdom 37LIGO Hanford Observatory, Richland, Washington 99352, USA 38Wigner RCP, RMKI, H-1121 Budapest, Konkoly Thege Miklós út 29-33, Hungary 39Columbia University, New York, New York 10027, USA 40Stanford University, Stanford, California 94305, USA 41Università di Padova, Dipartimento di Fisica e Astronomia, I-35131 Padova, Italy 42INFN, Sezione di Padova, I-35131 Padova, Italy 43CAMK-PAN, 00-716 Warsaw, Poland 44Astronomical Observatory Warsaw University, 00-478 Warsaw, Poland 45University of Birmingham, Birmingham B15 2TT, United Kingdom 46Università degli Studi di Genova, I-16146 Genova, Italy 47INFN, Sezione di Genova, I-16146 Genova, Italy 48RRCAT, Indore MP 452013, India 49Faculty of Physics, Lomonosov Moscow State University, Moscow 119991, Russia 50SUPA, University of the West of Scotland, Paisley PA1 2BE, United Kingdom 51University of Western Australia, Crawley, Western Australia 6009, Australia 52Department of Astrophysics/IMAPP, Radboud University Nijmegen, P.O. Box 9010, 6500 GL Nijmegen, Netherlands 53Artemis, Université Côte d’Azur, CNRS, Observatoire Côte d’Azur, CS 34229, Nice cedex 4, France 54MTA Eötvös University, “Lendulet” Astrophysics Research Group, Budapest 1117, Hungary 55Institut de Physique de Rennes, CNRS, Université de Rennes 1, F-35042 Rennes, France 56Washington State University, Pullman, Washington 99164, USA 57Università degli Studi di Urbino “Carlo Bo,” I-61029 Urbino, Italy 58INFN, Sezione di Firenze, I-50019 Sesto Fiorentino, Firenze, Italy 59University of Oregon, Eugene, Oregon 97403, USA 60Laboratoire Kastler Brossel, UPMC-Sorbonne Universités, CNRS, ENS-PSL Research University, Collège de France, F-75005 Paris, France 61VU University Amsterdam, 1081 HV Amsterdam, Netherlands 62University of Maryland, College Park, Maryland 20742, USA 63Center for Relativistic Astrophysics and School of Physics, Georgia Institute of Technology, Atlanta, Georgia 30332, USA 64Institut Lumière Matière, Université de Lyon, Université Claude Bernard Lyon 1, UMR CNRS 5306, 69622 Villeurbanne, France 65Laboratoire des Matériaux Avancés (LMA), IN2P3/CNRS, Université de Lyon, F-69622 Villeurbanne, Lyon, France 66Universitat de les Illes Balears, IAC3—IEEC, E-07122 Palma de Mallorca, Spain 67Università di Napoli “Federico II,” Complesso Universitario di Monte S. Angelo, I-80126 Napoli, Italy 68NASA/Goddard Space Flight Center, Greenbelt, Maryland 20771, USA 061102-14 PRL 116, 061102 (2016) P H Y S I C A L R E V I E W L E T T E R S week ending 12 FEBRUARY 2016 69Canadian Institute for Theoretical Astrophysics, University of Toronto, Toronto, Ontario M5S 3H8, Canada 70Tsinghua University, Beijing 100084, China 71Texas Tech University, Lubbock, Texas 79409, USA 72The Pennsylvania State University, University Park, Pennsylvania 16802, USA 73National Tsing Hua University, Hsinchu City, 30013 Taiwan, Republic of China 74Charles Sturt University, Wagga Wagga, New South Wales 2678, Australia 75University of Chicago, Chicago, Illinois 60637, USA 76Caltech CaRT, Pasadena, California 91125, USA 77Korea Institute of Science and Technology Information, Daejeon 305-806, Korea 78Carleton College, Northfield, Minnesota 55057, USA 79Università di Roma “La Sapienza,” I-00185 Roma, Italy 80University of Brussels, Brussels 1050, Belgium 81Sonoma State University, Rohnert Park, California 94928, USA 82Northwestern University, Evanston, Illinois 60208, USA 83The University of Texas Rio Grande Valley, Brownsville, Texas 78520, USA 84University of Minnesota, Minneapolis, Minnesota 55455, USA 85The University of Melbourne, Parkville, Victoria 3010, Australia 86The University of Sheffield, Sheffield S10 2TN, United Kingdom 87University of Sannio at Benevento, I-82100 Benevento, Italy and INFN, Sezione di Napoli, I-80100 Napoli, Italy 88Montclair State University, Montclair, New Jersey 07043, USA 89Università di Trento, Dipartimento di Fisica, I-38123 Povo, Trento, Italy 90INFN, Trento Institute for Fundamental Physics and Applications, I-38123 Povo, Trento, Italy 91Cardiff University, Cardiff CF24 3AA, United Kingdom 92National Astronomical Observatory of Japan, 2-21-1 Osawa, Mitaka, Tokyo 181-8588, Japan 93School of Mathematics, University of Edinburgh, Edinburgh EH9 3FD, United Kingdom 94Indian Institute of Technology, Gandhinagar Ahmedabad Gujarat 382424, India 95Institute for Plasma Research, Bhat, Gandhinagar 382428, India 96University of Szeged, Dóm tér 9, Szeged 6720, Hungary 97Embry-Riddle Aeronautical University, Prescott, Arizona 86301, USA 98University of Michigan, Ann Arbor, Michigan 48109, USA 99Tata Institute of Fundamental Research, Mumbai 400005, India 100Rutherford Appleton Laboratory, HSIC, Chilton, Didcot, Oxon OX11 0QX, United Kingdom 101American University, Washington, D.C. 20016, USA 102Rochester Institute of Technology, Rochester, New York 14623, USA 103University of Massachusetts-Amherst, Amherst, Massachusetts 01003, USA 104University of Adelaide, Adelaide, South Australia 5005, Australia 105West Virginia University, Morgantown, West Virginia 26506, USA 106University of Biał ystok, 15-424 Biał ystok, Poland 107SUPA, University of Strathclyde, Glasgow G1 1XQ, United Kingdom 108IISER-TVM, CET Campus, Trivandrum Kerala 695016, India 109Institute of Applied Physics, Nizhny Novgorod, 603950, Russia 110Pusan National University, Busan 609-735, Korea 111Hanyang University, Seoul 133-791, Korea 112NCBJ, 05-400 Świerk-Otwock, Poland 113IM-PAN, 00-956 Warsaw, Poland 114Monash University, Victoria 3800, Australia 115Seoul National University, Seoul 151-742, Korea 116University of Alabama in Huntsville, Huntsville, Alabama 35899, USA 117ESPCI, CNRS, F-75005 Paris, France 118Università di Camerino, Dipartimento di Fisica, I-62032 Camerino, Italy 119Southern University and A&M College, Baton Rouge, Louisiana 70813, USA 120College of William and Mary, Williamsburg, Virginia 23187, USA 121Instituto de Física Teórica, University Estadual Paulista/ICTP South American Institute for Fundamental Research, São Paulo SP 01140-070, Brazil 122University of Cambridge, Cambridge CB2 1TN, United Kingdom 123IISER-Kolkata, Mohanpur, West Bengal 741252, India 124Whitman College, 345 Boyer Avenue, Walla Walla, Washington 99362 USA 125National Institute for Mathematical Sciences, Daejeon 305-390, Korea 126Hobart and William Smith Colleges, Geneva, New York 14456, USA 127Janusz Gil Institute of Astronomy, University of Zielona Góra, 65-265 Zielona Góra, Poland 061102-15 PRL 116, 061102 (2016) P H Y S I C A L R E V I E W L E T T E R S week ending 12 FEBRUARY 2016 128Andrews University, Berrien Springs, Michigan 49104, USA 129Università di Siena, I-53100 Siena, Italy 130Trinity University, San Antonio, Texas 78212, USA 131University of Washington, Seattle, Washington 98195, USA 132Kenyon College, Gambier, Ohio 43022, USA 133Abilene Christian University, Abilene, Texas 79699, USA aDeceased, April 2012. bDeceased, May 2015. cDeceased, March 2015. 061102-16

Every tag on this page

claim_relations 4 · claim_type 1 · concept_edges 5 · concepts 28 · content_tags 15 · controls 1 · limitations 6 · mechanisms 1 · method 1 · phenomenon 1 · senses 21 · transfers 1 · unhoused_relations 2

Relations on this page carry a quotation for the claim. Where a relation was separately evidenced — and so tested against the vocabulary for its type — the row says so; 3 of 5 relations here carry that mark. The rest are the tagger’s reading of the sentence quoted beside them.

facettagfieldconf.whose words
claim_typeexistenceclaim_typethe paper's words
phenomenongravitational waves from a binary black hole mergerphenomenonthe paper's words
methodobservational-studymethodthe paper's words
mechanismsmechanismsmechanisms[0]the tagger's words
limitationsWith only the two LIGO detectors operating, the sky position of the source could be localised only to roughly 600 square degrees.
what this limits: any electromagnetic follow-up or host identification: WITH ONLY TWO DETECTORS THE SOURCE POSITION IS PRIMARILY DETERMINED BY THE RELATIVE ARRIVAL TIME AND LOCALIZED TO AN AREA OF APPROXIMATELY 600 deg2 (90% CREDIBLE REGION)
limitations[0]the tagger's words
limitationsThe spin of the secondary black hole is only weakly constrained by the data.
what this limits: the spin measurements: THE SPIN OF THE PRIMARY BLACK HOLE IS CONSTRAINED TO BE < 0.7 ... WHILE THE SPIN OF THE SECONDARY IS ONLY WEAKLY CONSTRAINED
limitations[1]the tagger's words
limitationsThe graviton-mass bound derived from the observation does not improve on existing model-dependent bounds from galaxy-cluster dynamics and weak lensing.
what this limits: the graviton-mass bound as a best limit: it IMPROVES ON SOLAR SYSTEM AND BINARY PULSAR BOUNDS ... BUT DOES NOT IMPROVE ON THE MODEL-DEPENDENT BOUNDS DERIVED FROM THE DYNAMICS OF GALAXY CLUSTERS AND WEAK LENSING OBSERVATIONS
limitations[2]the tagger's words
limitationsThe signal-free background the significance is measured against cannot be observed, because the detector cannot be shielded from the thing it detects.
what this limits: the reported significance of this event: the background it is measured against cannot be observed directly, since the detector cannot be shielded from gravitational waves, so the noise distribution is estimated rather than measured
limitations[3]1.0the tagger's words
limitationsThe signal contributes to the background it is being tested against, and the authors state the direction of the resulting bias.
what this limits: the false-alarm rate quoted for this event: a real signal in one detector can coincide with time-shifted noise in the other and so enter the background estimate, which the authors say overestimates the noise background and makes the significance assessment more conservative
limitations[4]1.0the tagger's words
limitationsThe background is not one distribution but several, so an event's significance depends on which class it is sorted into.
what this limits: a significance value from this search compared with one from another: the backgrounds are not uniform across the space of signals, and candidates are sorted into classes by time-frequency morphology before their significance is assessed
limitations[5]1.0the tagger's words
transfersoptimal matched filtering (from signal detection theory) applied to extract gravitational-wave signals from detector noisetransfers[0]the tagger's words
controlsan internal consistency check: the remnant black hole's mass and spin deduced from the EARLY stage of the coalescence compared against the same quantities inferred independently from the LATE stage, using fitting formulas calibrated to numerical relativity simulations
eliminates: that the signal is a coalescence only under one reading of it - two independent stretches of the same waveform must agree on the final object, and general relativity predicts they should · outcome (stated by the tagger, no quotation): held
controls[0]0.85the tagger's words
conceptssearch backgroundconcepts[4]the paper's words
conceptstime-shift techniqueconcepts[5]the paper's words
conceptsmatched filteringconcepts[6]the paper's words
conceptsdetection-statisticconcepts[7]the paper's words
conceptssignificance
also in: significance
concepts[8]the paper's words
conceptsspatial strainconcepts[9]0.95the paper's words
conceptstime variations of the mass quadrupole momentconcepts[10]0.95the paper's words
conceptsGW150914
also in: GW150914
concepts[11]0.95the paper's words
conceptscoalescence of two black holesconcepts[12]0.95the paper's words
conceptsorbital inspiralconcepts[13]0.95the paper's words
conceptsfinal black hole ringdownconcepts[14]0.95the paper's words
conceptschirp mass
also in: chirp mass
concepts[15]0.95the paper's words
conceptsgravitational-wave strainconcepts[16]0.95the paper's words
conceptsmodified Michelson interferometerconcepts[17]0.95the paper's words
conceptsresonant optical cavityconcepts[18]0.95the paper's words
conceptspower-recycling mirrorconcepts[19]0.95the paper's words
conceptsgeneric transient searchconcepts[20]0.95the paper's words
conceptsbinary coalescence searchconcepts[21]0.95the paper's words
conceptsdetector noiseconcepts[22]0.95the paper's words
conceptscandidate eventconcepts[23]0.95the paper's words
conceptsoverestimate of the noise backgroundconcepts[24]0.95the paper's words
conceptseffective-one-body formalismconcepts[25]0.95the paper's words
conceptsposterior distributionsconcepts[26]0.95the paper's words
conceptsblack hole binary coalescenceconcepts[27]0.95the paper's words
conceptsKerr black holeconcepts[28]0.95the paper's words
conceptsstrain sensitivityconcepts[29]0.95the paper's words
conceptsvolume of spaceconcepts[30]0.95the paper's words
conceptsstochastic background of gravitational wavesconcepts[31]0.95the paper's words
unhoused_relationsorbital inspiral → final black hole ringdown
Orbital inspiral precedes merger and the subsequent final-black-hole ringdown. Temporal stage order fits none of is-a, part-of, same-as, distinct-from, contrasted-with, operationalised-as, causes, or renamed-across-fields.
unhoused_relations[0]0.95the tagger's words
unhoused_relationsblack hole binary coalescence → Kerr black hole
A black-hole binary coalescence transforms into a Kerr-black-hole end product. Transforms-into fits none of the eight available edge types and is not forced into causes.
unhoused_relations[1]0.95the tagger's words
sensesthe search background - A CONSTRUCTION, NOT AN OBSERVATION: built by artificially shifting one detector's time stamps past the other, because a signal-free state cannot be producedsenses[0]1.0the tagger's words
sensesthe search - TWO KINDS WITH DIFFERENT COMMITMENTS: one matched-filters against waveforms predicted by general relativity, the other looks for generic transients with minimal assumptions about waveforms, and a strong binary merger should appear in bothsenses[1]1.0the tagger's words
sensessignificance - AS A RATE AGAINST THAT BACKGROUND: the rate at which detector noise produces events scoring at least as high as the candidate, so the number is relative to the estimated noise distribution and not to any absolute standardsenses[2]1.0the tagger's words
sensesGravitational waves - transverse spatial-strain waves travelling at light speed and generated by time-varying source quadrupole momentssenses[3]0.95the tagger's words
sensesGW150914 - signal whose rise in frequency and amplitude indicates inspiral, merger, and final ringdownsenses[4]0.95the tagger's words
sensesBlack-hole coalescence - orbital inspiral and merger followed by final-black-hole ringdownsenses[5]0.95the tagger's words
sensesChirp mass - frequency-evolution-derived mass combination constraining the system's total masssenses[6]0.95the tagger's words
sensesGravitational-wave strain - difference in length measured between orthogonal interferometer armssenses[7]0.95the tagger's words
sensesModified Michelson interferometer - Advanced LIGO detector geometry for differential arm-length measurementsenses[8]0.95the tagger's words
sensesResonant optical cavity - arm component multiplying the wave-induced light-phase effectsenses[9]0.95the tagger's words
sensesPower-recycling mirror - input mirror producing resonant buildup of laser powersenses[10]0.95the tagger's words
sensesGeneric transient search - minimally model-dependent counterpart to the binary-coalescence searchsenses[11]0.95the tagger's words
sensesBinary coalescence search - general-relativistic matched-filter search for compact-object mergerssenses[12]0.95the tagger's words
sensesCandidate event - coincident two-observatory event ranked by a detection statisticsenses[13]0.95the tagger's words
sensesDetector-noise background - rate at which noise produces events ranking at least as high as the candidatesenses[14]0.95the tagger's words
sensesTime-shift background - conservative estimator that can include real-signal/noise coincidencessenses[15]0.95the tagger's words
sensesEffective-one-body formalism - merger model combining post-Newtonian, perturbative, and numerical-relativity inputssenses[16]0.95the tagger's words
sensesPosterior source parameters - Bayesian refinement beyond the approximate matched-filter estimatessenses[17]0.95the tagger's words
sensesKerr black hole - mass-and-spin-described remnant of black-hole binary coalescencesenses[18]0.95the tagger's words
sensesStrain sensitivity - detector capability whose cube sets accessible volume at low redshiftsenses[19]0.95the tagger's words
sensesStochastic gravitational-wave background - superposition of unresolved distant binary systemssenses[20]0.95the tagger's words
claim_relationsbuilds-on → general relativity (Einstein prediction of gravitational waves)claim_relations[0]the tagger's words
claim_relationsbuilds-on → Einstein's 1916 prediction of gravitational waves and Schwarzschild's 1916 field-equation solutionclaim_relations[1]the tagger's words
claim_relationsextends → Hulse and Taylor's binary pulsar PSR B1913+16 and Taylor and Weisberg's energy-loss observations (indirect evidence for gravitational waves)
about this quote: THE MATHS LAYER OF THE STAGED TEXT WAS MOJIBAKE AND HAS BEEN REPAIRED. This paper's extraction rendered '=' as U+00BC (the vulgar fraction one quarter) and '+' as U+00FE (thorn), so the quote read 'p ¼ 0.01' where the paper says 'p = 0.01'. It passed every check we own, because the staged text said the same wrong thing: the offsets were right and the recorded hash of the staged text matched. Repaired only where the character stands in an operator's place - spaced, with a number after it - because the same U+00BC is a REAL QUARTER in six other papers ('a ¼ inch condenser microphone'). Original in evidence as extracted, pre-repair file in an internal file.
claim_relations[2]0.85the tagger's words
claim_relationsextends → prior electromagnetic identifications of black hole candidates (refs 17-19)claim_relations[3]the tagger's words
concept_edgessignificance —operationalised-as→ search background
strength of the relation: 1
concept_edges[0]the tagger's words
concept_edgessearch background —operationalised-as→ time-shift technique
strength of the relation: 1 Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but endpoint by anaphora: 'the background' = the search background (previous sentences).
concept_edges[1]the tagger's words
concept_edgestime variations of the mass quadrupole moment —causes→ gravitational waves
the relation itself is separately evidenced · strength of the relation: 1 · note: The introductory definition says the waves are generated by time variation of the source quadrupole moment; no hedge is attached. Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but endpoint by anaphora: 'wave solutions' = the gravitational waves Einstein predicted (previous sentence).
concept_edges[2]0.95the tagger's words
concept_edgestime-shift technique —causes→ overestimate of the noise background
the relation itself is separately evidenced · strength of the relation: 0.9 · note: The paper says a real signal may coincide with shifted noise and that this leads to an overestimate; weight 0.9 preserves the modal 'may'.
concept_edges[4]0.95the tagger's words
concept_edgesstrain sensitivity —causes→ volume of space
direction on the measure: increases · the relation itself is separately evidenced · strength of the relation: 1 · note: At low redshift the paper states a cubic scaling of accessible volume with strain sensitivity without hedging.
concept_edges[5]0.95the tagger's words
content_tags1.0 × 10^-21 — peak gravitational-wave strain observedcontent_tags.quantities[0]the tagger's words
content_tags35 to 250 — frequency sweep of the signalcontent_tags.quantities[1]the tagger's words
content_tags36 & 29 → 62 M☉ — initial black-hole masses and final merged mass (solar masses)
about this quote: THE MATHS LAYER OF THE STAGED TEXT WAS MOJIBAKE AND HAS BEEN REPAIRED. This paper's extraction rendered '=' as U+00BC (the vulgar fraction one quarter) and '+' as U+00FE (thorn), so the quote read 'p ¼ 0.01' where the paper says 'p = 0.01'. It passed every check we own, because the staged text said the same wrong thing: the offsets were right and the recorded hash of the staged text matched. Repaired only where the character stands in an operator's place - spaced, with a number after it - because the same U+00BC is a REAL QUARTER in six other papers ('a ¼ inch condenser microphone'). Original in evidence as extracted, pre-repair file in an internal file.
content_tags.quantities[3]0.85the tagger's words
content_tags410 Mpc (z≈0.09) — luminosity distance / redshift of the source
about this quote: THE MATHS LAYER OF THE STAGED TEXT WAS MOJIBAKE AND HAS BEEN REPAIRED. This paper's extraction rendered '=' as U+00BC (the vulgar fraction one quarter) and '+' as U+00FE (thorn), so the quote read 'p ¼ 0.01' where the paper says 'p = 0.01'. It passed every check we own, because the staged text said the same wrong thing: the offsets were right and the recorded hash of the staged text matched. Repaired only where the character stands in an operator's place - spaced, with a number after it - because the same U+00BC is a REAL QUARTER in six other papers ('a ¼ inch condenser microphone'). Original in evidence as extracted, pre-repair file in an internal file. · value source note: THE VALUE DRAWS ON THE PAPER BEYOND THIS QUOTE: part of it is printed elsewhere in the paper, not in this quote ('greater −180 Mpc corresponding to a redshift z = 0.09+0.03 than 5.1σ.'). The extracted text interleaves two columns here.
content_tags.quantities[4]0.85the tagger's words
content_tagsThe initial black hole masses are about 36 and 29 solar masses, and the final black hole mass about 62.
about this quote: THE MATHS LAYER OF THE STAGED TEXT WAS MOJIBAKE AND HAS BEEN REPAIRED. This paper's extraction rendered '=' as U+00BC (the vulgar fraction one quarter) and '+' as U+00FE (thorn), so the quote read 'p ¼ 0.01' where the paper says 'p = 0.01'. It passed every check we own, because the staged text said the same wrong thing: the offsets were right and the recorded hash of the staged text matched. Repaired only where the character stands in an operator's place - spaced, with a number after it - because the same U+00BC is a REAL QUARTER in six other papers ('a ¼ inch condenser microphone'). Original in evidence as extracted, pre-repair file in an internal file.
content_tags.findings[1]0.85the tagger's words
content_tagsmatched-filter signal-to-noise ratiocontent_tags.variables[0]the tagger's words
content_tagsEVIDENCE CORRECTED (RE-GROUNDED) · GW150914
EVIDENCE CORRECTED: RE-GROUNDED. The published string was in NEITHER copy of the paper. Ours read 'THE TWO LIGO OBSERVATORIES detected the coincident signal GW150914'; the paper names them - 'the LIGO Hanford, WA, and Livingston, LA, observatories'. A summary in the paper's own vocabulary, stored in a field that promises the paper's words. The date and time come with the real sentence.
also in: GW150914
content_tags.definitions[0]the tagger's words
content_tagsinspiral
also in: inspiral
content_tags.definitions[2]the tagger's words
content_tagsmerger
also in: merger
content_tags.definitions[3]the tagger's words
content_tagsringdown
also in: ringdown
content_tags.definitions[4]the tagger's words
content_tagsBayesian
also in: Bayesian
content_tags.statistics[0]the tagger's words
content_tagschi-square
also in: chi-square
content_tags.statistics[1]the tagger's words
content_tagsmedian
also in: median
content_tags.statistics[2]the tagger's words
content_tagsstandard-deviationcontent_tags.statistics[3]the tagger's words
content_tagsstatistical-significance
about this quote: THE MATHS LAYER OF THE STAGED TEXT WAS MOJIBAKE AND HAS BEEN REPAIRED. This paper's extraction rendered '=' as U+00BC (the vulgar fraction one quarter) and '+' as U+00FE (thorn), so the quote read 'p ¼ 0.01' where the paper says 'p = 0.01'. It passed every check we own, because the staged text said the same wrong thing: the offsets were right and the recorded hash of the staged text matched. Repaired only where the character stands in an operator's place - spaced, with a number after it - because the same U+00BC is a REAL QUARTER in six other papers ('a ¼ inch condenser microphone'). Original in evidence as extracted, pre-repair file in an internal file. Update, 19 September 2026: Our copy of the text moved a line of the next sentence into this one: '−180 Mpc corresponding to a redshift z = 0.09+0.03' belongs to 'The source lies at a luminosity distance of 410+160 …'. Read the quote as '… a significance greater than 5.1σ'.
content_tags.statistics[4]0.85the tagger's words

Interpretive choices

Tags that could not be placed in the text:

What was deliberately not tagged, and why, is recorded per paper by the tagger. Where a paper has no such record, this page says so rather than implying that nothing was declined.

© 2026 Shir Sivroni · ORCID 0009-0000-2597-2824