standOff, and the article is at its publisher via the link below. When we have changed our mind. Some entries in the table begin with a word in capitals and the reason for it. EVIDENCE CORRECTED — the finding still stands, but we had quoted the wrong sentence from the paper, and the quotation has been replaced with the right one. RETRACTED — the entry itself was wrong; it stays on the page, marked, with the reason, rather than being deleted. WITHDRAWN AND REPLACED — the entry was wrong, and a corrected version of it appears in the entries below. Each mark carries its own reason, in brackets, because the reasons differ from one entry to the next. An entry we have WITHDRAWN is removed from this page and kept in the record, with its reason. A line reading Audit and a date is a later re-reading of the entry against its whole sentence: DOUBTFUL means it was kept, and the reason says what is loose about it. Quotation marks inside the tagger's sentence. Where a tag is the tagger's own sentence, a phrase in quotation marks inside it is borrowed from the paper — the tagger's wording around it is not. The paper's own sentence is the evidence quote for that row; on this page it is withheld with the article, and the article is at its publisher. Nothing inside quotation marks anywhere on this page is ours: if it is quoted, it is the paper's. Whose words a concept carries. A concept entry records a term the paper itself uses, so the term, the sense given for it, and its evidence are the paper's own words, quoted where the paper fixes them. This is the opposite of a sense entry in the tag table, which is the tagger's sentence about how the paper uses a term. Where a concept entry could not be grounded in the paper's words, the entry says so on its own row.| relation to other work | claim_relations | how this paper stands to another: agrees, contradicts, extends, qualifies |
| claim type | claim_type | the shape of the claim: existence, mechanism, method, critique, prediction, null |
| concept | concepts | an idea the paper works with, quoted where the paper uses it |
| content tag | content_tags | a finding, definition, quantity, statistic or variable named in the paper |
| control | controls | an experiment run to eliminate a rival explanation |
| limitation | limitations | what the paper says its evidence cannot support |
| method | method | how the paper produced its evidence |
| phenomenon | phenomenon | the effect or regularity under study |
| sense | senses | a distinct use of a term, quoted where the paper fixes it |
| transfer | transfers | a method or concept carried in from another field |
This record holds no relations between concepts or mechanisms. A layer is empty when the tagger recorded nothing in it — which is not the same as the paper having nothing to record.
| facet | tag | field | conf. | whose words |
|---|---|---|---|---|
| claim_type | method Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. | claim_type | the paper's words | |
| phenomenon | mathematical problem representation instruction Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. | phenomenon | the paper's words | |
| method | systematic-review Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. also in: systematic-review | method | the paper's words | |
| limitations | some methodological quality components were unmet across the reviewed studies, to be addressed by future research Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. what this limits: the strength of the review's conclusions: FUTURE RESEARCHERS [must] ADDRESS THE COMPONENTS THAT DID NOT MEET THE MINIMUM REQUIREMENTS OR WERE FREQUENTLY UNMET | limitations[0] | the tagger's words | |
| limitations | Representations were bundled into multicomponent interventions, so their independent contribution cannot be isolated. Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. what this limits: any claim about representations specifically: THE MAJORITY OF STUDIES INCLUDED REPRESENTATIONS AS PART OF MULTICOMPONENT INTERVENTIONS, MAKING IT DIFFICULT TO DETERMINE THE INFLUENCE OF REPRESENTATIONS | limitations[1] | the tagger's words | |
| limitations | Which intervention element drove the outcomes is unknown because elements varied across studies. Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. what this limits: any attribution of the outcome to a particular element: IT IS NOT CLEAR WHICH ELEMENT OR COMBINATION OF ELEMENTS WAS RELATED TO THE OUTCOME | limitations[2] | the tagger's words | |
| limitations | The conditions under which the practice works were not established. Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. what this limits: any implementation guidance: THE CONDITIONS UNDER WHICH THE PRACTICE OF REPRESENTING PROBLEMS IS EFFECTIVE WAS ALSO NOT CLEAR | limitations[3] | the tagger's words | |
| transfers | schema-based instruction and mathematical representations grounded in cognitive-load theory, applied to teaching students with learning difficulties Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. | transfers[0] | the tagger's words | |
| controls | a fixed 25th-percentile cutoff for at-risk status, with studies using a higher cutoff excluded and mixed samples required to disaggregate or be majority LD/at-risk Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. eliminates: that the pooled effect is diluted by studies counting higher-attaining children as at risk - the cutoff is fixed to the published convention rather than to what each study chose · outcome (stated by the tagger, no quotation): held | controls[0] | 0.85 | the tagger's words |
| concepts | quality indicators Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. also in: quality indicators | concepts[7] | 0.95 | the paper's words |
| concepts | evidence-based practices Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. also in: evidence-based practices | concepts[8] | 0.95 | the paper's words |
| concepts | representation Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. also in: representation | concepts[9] | 0.95 | the paper's words |
| senses | A LITERATURE GRADED AGAINST A PUBLISHED CHECKLIST, AND THE ATTRITION IS ITEMISED RATHER THAN SCORED. 25 studies reviewed; `Thirteen of the 25 studies provided strong evidence of rigorous research across the four categories of the essential QIs`; and `Quotation withheld.` **25 to 13 to 8**, with each drop attributable to a named criterion rather than to a composite score. That is the `tool must be checkable` principle applied to a whole field: external criteria, per-criterion grading, failures named Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. | senses[0] | 0.95 | the tagger's words |
| senses | AND THE MISSING INDICATORS ARE NAMED ONE BY ONE, WHICH IS WHAT MAKES THE REVIEW ACTIONABLE: one study `failed to provide sufficient information on teachers delivering the intervention`; of the eight high-quality studies `only five ... also documented that data collectors were blind to conditions`; only one `provided information on the quality of implementation`; and `Quotation withheld` - a zero across all 25. A reviewer reading this knows exactly what the next study should add, which a quality SCORE would not have told them Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. | senses[1] | 0.95 | the tagger's words |
| senses | THE VERDICT IS EXPLICITLY RELATIVE TO ITS CRITERIA: `Quotation withheld.` The qualifier is inside the claim. `Evidence-based` is not asserted as a property of the practice but as the output of a named, published standard - so a reader who rejects the standard knows exactly what they are rejecting, and a different standard could give a different answer without either party being wrong about the studies Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. | senses[2] | 0.95 | the tagger's words |
| claim_relations | builds-on → Gersten et al. (2005) evidence-based-practice criteria Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. | claim_relations[0] | the tagger's words | |
| claim_relations | builds-on → Gersten et al. (2005) quality indicators for group research Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. | claim_relations[1] | the tagger's words | |
| claim_relations | replicates → Gersten, Beckmann et al. (2009); Gersten, Chard et al. (2009) Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. | claim_relations[2] | the tagger's words | |
| content_tags | 0.46 — effect size for teacher and student use of visual representations Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. | content_tags.quantities[0] | the tagger's words | |
| content_tags | Use of visual representations yielded an effect size of 0.46 for teachers and students. Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. | content_tags.findings[1] | the tagger's words | |
| content_tags | mathematics achievement Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. also in: mathematics achievement | content_tags.variables[1] | the tagger's words | |
| content_tags | learning disabilities Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. also in: learning disabilities | content_tags.definitions[2] | the tagger's words | |
| content_tags | mathematics difficulties Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. also in: mathematics difficulties | content_tags.definitions[3] | the tagger's words | |
| content_tags | confidence-interval Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. about this quote: QUOTE RECOVERED FROM THE PAPER'S OWN CHARACTERS. The recorded quote was LETTERS-ONLY IDENTICAL to this stretch of the staged text but not an exact substring of it - spaces, hyphens, ligature glyphs or mathematical operators differed, so it could never anchor. This is the file's own text between the same two letters: not produced by a rule about the damage, copied out of the file. Round-trip checked (the recovered span is letters-only equal to the original) and length-checked. The text as originally recorded is kept in evidence as extracted. also in: confidence-interval | content_tags.statistics[0] | the tagger's words | |
| content_tags | effect-size Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. about this quote: QUOTE RECOVERED FROM THE PAPER'S OWN CHARACTERS. The recorded quote was LETTERS-ONLY IDENTICAL to this stretch of the staged text but not an exact substring of it - spaces, hyphens, ligature glyphs or mathematical operators differed, so it could never anchor. This is the file's own text between the same two letters: not produced by a rule about the damage, copied out of the file. Round-trip checked (the recovered span is letters-only equal to the original) and length-checked. The text as originally recorded is kept in evidence as extracted. also in: effect-size | content_tags.statistics[2] | the tagger's words | |
| content_tags | mean Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. about this quote: QUOTE RECOVERED FROM THE PAPER'S OWN CHARACTERS. The recorded quote was LETTERS-ONLY IDENTICAL to this stretch of the staged text but not an exact substring of it - spaces, hyphens, ligature glyphs or mathematical operators differed, so it could never anchor. This is the file's own text between the same two letters: not produced by a rule about the damage, copied out of the file. Round-trip checked (the recovered span is letters-only equal to the original) and length-checked. The text as originally recorded is kept in evidence as extracted. also in: mean | content_tags.statistics[3] | the tagger's words | |
| content_tags | sample-size Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. about this quote: QUOTE RECOVERED FROM THE PAPER'S OWN CHARACTERS. The recorded quote was LETTERS-ONLY IDENTICAL to this stretch of the staged text but not an exact substring of it - spaces, hyphens, ligature glyphs or mathematical operators differed, so it could never anchor. This is the file's own text between the same two letters: not produced by a rule about the damage, copied out of the file. Round-trip checked (the recovered span is letters-only equal to the original) and length-checked. The text as originally recorded is kept in evidence as extracted. also in: sample-size | content_tags.statistics[4] | the tagger's words | |
| content_tags | standard-deviation Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. about this quote: QUOTE RECOVERED FROM THE PAPER'S OWN CHARACTERS. The recorded quote was LETTERS-ONLY IDENTICAL to this stretch of the staged text but not an exact substring of it - spaces, hyphens, ligature glyphs or mathematical operators differed, so it could never anchor. This is the file's own text between the same two letters: not produced by a rule about the damage, copied out of the file. Round-trip checked (the recovered span is letters-only equal to the original) and length-checked. The text as originally recorded is kept in evidence as extracted. also in: standard-deviation | content_tags.statistics[5] | the tagger's words | |
| content_tags | standard-error Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. about this quote: QUOTE RECOVERED FROM THE PAPER'S OWN CHARACTERS. The recorded quote was LETTERS-ONLY IDENTICAL to this stretch of the staged text but not an exact substring of it - spaces, hyphens, ligature glyphs or mathematical operators differed, so it could never anchor. This is the file's own text between the same two letters: not produced by a rule about the damage, copied out of the file. Round-trip checked (the recovered span is letters-only equal to the original) and length-checked. The text as originally recorded is kept in evidence as extracted. also in: standard-error | content_tags.statistics[6] | the tagger's words | |
| content_tags | statistical-significance Quotation withheld — this record is not cleared for redistribution. The sentence is in the paper at the link above. about this quote: QUOTE RECOVERED FROM THE PAPER'S OWN CHARACTERS. The recorded quote was LETTERS-ONLY IDENTICAL to this stretch of the staged text but not an exact substring of it - spaces, hyphens, ligature glyphs or mathematical operators differed, so it could never anchor. This is the file's own text between the same two letters: not produced by a rule about the damage, copied out of the file. Round-trip checked (the recovered span is letters-only equal to the original) and length-checked. The text as originally recorded is kept in evidence as extracted. also in: statistical-significance | content_tags.statistics[7] | the tagger's words |
Tags that could not be placed in the text:
content_tags.findings[0] — quotation withheld — the page has already reproduced as much of this paper as the rights budget allowscontent_tags.definitions[0] — quotation withheld — the page has already reproduced as much of this paper as the rights budget allowscontent_tags.statistics[1] — quotation withheld — the page has already reproduced as much of this paper as the rights budget allowsWhat 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.