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        <title>The ReaxFF reactive force-field: development, applications and future directions</title>
        <author>Thomas P. Senftle</author>
        <author>Sungwook Hong</author>
        <author>Md Mahbubul Islam</author>
        <author>Sudhir B. Kylasa</author>
        <author>Yuanxia Zheng</author>
        <author>Yun Kyung Shin</author>
        <author>Chad E. Junkermeier</author>
        <author>Roman Engel‐Herbert</author>
        <author>Michael J. Janik</author>
        <author>Hasan Metin Aktulga</author>
        <author>Toon Verstraelen</author>
        <author>Ananth Grama</author>
        <author>Adri C. T. van Duin</author>
      </titleStmt>
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        <bibl>
          <title>The ReaxFF reactive force-field: development, applications and future directions</title>
          <date>2016</date>
          <publisher>npj Computational Materials</publisher>
          <idno type="DOI">10.1038/npjcompumats.2015.11</idno>
          
          <idno type="record">senftle2016-the-reaxff-reactive-force-field-de</idno>
          <note type="staged-file">senftle2016-the-reaxff-reactive-force-field-de.txt, the project's staged copy</note>
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          <note type="rights">cc-by</note>
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  <standOff>
    <spanGrp type="tags">
      <span xml:id="t0" type="object_of_study" ana="#object_of_study" resp="#paper">
        <label>the ReaxFF reactive force field - a classical interatomic potential that describes bond breaking and forming through a bond-order formalism, without explicit quantum mechanics</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t1" type="research_question" ana="#research_question" resp="#paper">
        <label>how a single functional form can cover reactive chemistry across phases, and what the resulting parameter sets can and cannot be combined with</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t2" type="contribution" ana="#contribution" resp="#paper">
        <label>a review of ReaxFF&#x27;s development, applications and directions - including an explicit account of why its parameter sets fall into two mutually untransferable branches</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t3" type="claim_type" ana="#claim_type" resp="#paper">
        <label>method</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t4" type="phenomenon" ana="#phenomenon" resp="#paper">
        <label>a method whose defining choice is to give an element ONE description everywhere, and whose parameter sets have consequently forked into two populations that cannot be mixed</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t5" type="method" ana="#method" resp="#paper">
        <label>review</label>
        <term>review</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t6" type="mechanisms" ana="#mechanisms[0]" resp="#tagger" cert="0.95">
        <label>ReaxFF&#x27;s defining choice is that an element has ONE description regardless of environment, which is what lets an atom migrate between phases mid-simulation. The cost is that a parameter set cannot be specialised without changing the shared atom-level parameters - so the specialisation became a BRANCH instead of a TYPE. REFUSING TO SPLIT THE VOCABULARY SPLIT THE PARAMETER SETS</label>
        <term>one type, two branches</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t7" type="mechanisms" ana="#mechanisms[1]" resp="#tagger" cert="0.95">
        <label>liquid water was not a development aim for the 2008 combustion field because every intended application was above the boiling point. That is a defensible scope decision at the time and it is why the field fails on liquid water in 2009, and why a second branch had to exist</label>
        <term>the scope decision that became a failure</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t8" type="mechanisms" ana="#mechanisms[2]" resp="#tagger" cert="0.95">
        <label>parameter sets on the same branch combine by fitting only the bond and angular terms between the newly combined elements; across branches it takes extensive refitting, and combustion-to-aqueous is the easier direction. THE ASYMMETRY IS A FACT ABOUT THE FITTING HISTORY, not about the chemistry</label>
        <term>a fork that cannot be undone cheaply</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t9" type="mechanisms" ana="#mechanisms[3]" resp="#tagger" cert="0.95">
        <label>several independent branches - B/N/H, Ni/C/H - began as non-transferable descriptions and were later merged into combustion or aqueous through extensive refitting. A vocabulary reconciled by redoing the work rather than by declaring the terms equivalent</label>
        <term>branches merge by refitting, not by agreement</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t10" type="mechanisms" ana="#mechanisms[4]" resp="#tagger" cert="0.95">
        <label>QM structure and energy data train the empirical field, which then runs at scales orders of magnitude beyond what QM can reach. The potential is a compression of the quantum calculation, and every branch is a different compression of a different part of it</label>
        <term>accuracy traded for scale, on purpose</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t11" type="limitations" ana="#limitations[0]" resp="#tagger" cert="0.95">
        <label>parameter sets cannot be used in any combination and expect satisfactory transferability - there are two branches and they are only intra-transferable</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t12" type="limitations" ana="#limitations[1]" resp="#tagger" cert="0.95">
        <label>the absence of atom typing makes force-field development significantly more complex</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t13" type="limitations" ana="#limitations[2]" resp="#tagger" cert="0.95">
        <label>the 2008 combustion force field fails to describe liquid water, and could not be reparameterised for it without changing general and atom-specific parameters</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t14" type="limitations" ana="#limitations[3]" resp="#tagger" cert="0.95">
        <label>transferring parameters between branches requires extensive refitting, and the direction matters</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t15" type="limitations" ana="#limitations[4]" resp="#tagger" cert="0.95">
        <label>empirical potentials trade accuracy for computational expense by construction</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t16" type="transfers" ana="#transfers[0]" resp="#tagger" cert="0.95">
        <label>the bond-order concept from chemical bonding theory, used as the empirical function of interatomic distance that lets a classical potential break bonds</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t17" type="controls" ana="#controls[0]" resp="#tagger" cert="0.95">
        <label>later parameterisations validated against the FULL training sets of the earlier ones they supersede - the 2008-C/H/O set against the entire 2001-C/H training set</label>
        <note>eliminates: a newer parameter set that is better on its own data and worse on the old - the earlier training set is re-run rather than retired · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t18" type="controls" ana="#controls[1]" resp="#tagger" cert="0.95">
        <label>water tested in both phases under the same force field, rather than only in the phase the field was built for</label>
        <note>eliminates: a force field that looks general because it was only asked about the case it was fitted to - testing the other phase is what exposed the branch · outcome: failed</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t19" type="controls" ana="#controls[2]" resp="#tagger" cert="0.95">
        <label>independent branches merged into combustion or aqueous through extensive refitting, with the high-energy-material description reported as merged without an obvious loss in accuracy</label>
        <note>eliminates: a merge that silently degrades the absorbed branch - the accuracy claim is made explicitly at the point of merging · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t20" type="controls" ana="#controls[3]" resp="#tagger" cert="0.95">
        <label>the same element treated with one formalism across gas, liquid and solid, checked by letting atoms migrate between phases within a simulation</label>
        <note>eliminates: phase boundaries being imposed by the model rather than by the physics · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t21" type="controls" ana="#controls[4]" resp="#tagger" cert="0.85">
        <label>other ReaxFF implementations developed outside the originating group, noted as existing</label>
        <note>eliminates: that a result depends on this particular ReaxFF implementation rather than on the force field itself · outcome (stated by the tagger, no quotation): absent-stated-about-other</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t22" type="concepts" ana="#concepts[0]" resp="#paper" cert="0.95">
        <label>ReaxFF</label>
        <term>ReaxFF</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t23" type="concepts" ana="#concepts[1]" resp="#paper" cert="0.95">
        <label>atom typing</label>
        <term>atom typing</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t24" type="concepts" ana="#concepts[2]" resp="#paper" cert="0.95">
        <label>CHARMM</label>
        <term>CHARMM</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t25" type="concepts" ana="#concepts[3]" resp="#paper" cert="0.95">
        <label>combustion branch</label>
        <term>combustion branch</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t26" type="concepts" ana="#concepts[4]" resp="#paper" cert="0.95">
        <label>aqueous branch</label>
        <term>aqueous branch</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t27" type="concepts" ana="#concepts[5]" resp="#paper" cert="0.95">
        <label>transferability</label>
        <term>transferability</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t28" type="concepts" ana="#concepts[6]" resp="#paper" cert="0.95">
        <label>gas-phase</label>
        <term>gas-phase</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t29" type="concepts" ana="#concepts[7]" resp="#paper" cert="0.95">
        <label>liquid</label>
        <term>liquid</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t30" type="concepts" ana="#concepts[8]" resp="#paper" cert="0.95">
        <label>training set</label>
        <term>training set</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t31" type="concepts" ana="#concepts[9]" resp="#paper" cert="0.95">
        <label>bond order</label>
        <term>bond order</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t32" type="senses" ana="#senses[0]" resp="#tagger" cert="0.95">
        <label>an oxygen atom - IN ReaxFF&#x27;s DESIGN: one type, treated with the same mathematical formalism whether it is O2 in gas, water in liquid, or a solid oxide</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t33" type="senses" ana="#senses[1]" resp="#tagger" cert="0.95">
        <label>an oxygen atom - IN PRACTICE: described by combustion-branch parameters or by aqueous-branch parameters, which are not directly transferable</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t34" type="senses" ana="#senses[2]" resp="#tagger" cert="0.95">
        <label>water - UNDER THE 2008 COMBUSTION FORCE FIELD: accurately described as a gas-phase molecule</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t35" type="senses" ana="#senses[3]" resp="#tagger" cert="0.95">
        <label>water - UNDER THE SAME FORCE FIELD, AS A LIQUID: not described at all, because liquid water was not a development aim at temperatures above the boiling point</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t36" type="senses" ana="#senses[4]" resp="#tagger" cert="0.95">
        <label>a parameter set - WITHIN ITS BRANCH: directly combinable, needing only bond and angular terms between the newly combined elements</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t37" type="senses" ana="#senses[5]" resp="#tagger" cert="0.95">
        <label>a parameter set - ACROSS BRANCHES: requiring extensive refitting, with combustion to aqueous the easier direction</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t38" type="claim_relations" ana="#claim_relations[0]" resp="#tagger" cert="0.95">
        <label>distinguishes-from → AMBER and CHARMM, non-reactive force fields that type atoms by chemical environment</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t39" type="claim_relations" ana="#claim_relations[1]" resp="#tagger" cert="0.95">
        <label>qualifies → ReaxFF&#x27;s own transferability claim, by stating that parameter sets fall into two branches that are only intra-transferable</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t40" type="claim_relations" ana="#claim_relations[2]" resp="#tagger" cert="0.95">
        <label>builds-on → quantum-mechanical structure and energy data, used as the training data for every parameterisation</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t41" type="concept_edges" ana="#concept_edges[0]" resp="#tagger" cert="0.95">
        <label>combustion branch —distinct-from→ aqueous branch</label>
        <term>combustion branch</term>
        <term>aqueous branch</term>
        <note>differs in: which O and H parameters, under an identical functional form · the relation itself is separately evidenced · strength of the relation: 0.95 · differs in (stated by the tagger, no quotation): which O and H parameters, under an identical functional form · the relation stated: the aqueous branch uses the same functional form as the combustion description with different O/H atom and bond parameters, and its parameter sets are not directly transferable with the pre-existing branch</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t42" type="concept_edges" ana="#concept_edges[1]" resp="#tagger" cert="0.95">
        <label>ReaxFF —distinct-from→ CHARMM</label>
        <term>ReaxFF</term>
        <term>CHARMM</term>
        <note>differs in: whether an atom&#x27;s parameters depend on the environment it is in · the relation itself is separately evidenced · strength of the relation: 0.95 · differs in (stated by the tagger, no quotation): whether an atom&#x27;s parameters depend on the environment it is in · the relation stated: ReaxFF does not type atoms by chemical environment; CHARMM and AMBER do - which is why one oxygen in ReaxFF has to serve gas, liquid and solid at once</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t43" type="concept_edges" ana="#concept_edges[2]" resp="#tagger" cert="0.95">
        <label>gas-phase —distinct-from→ liquid</label>
        <term>gas-phase</term>
        <term>liquid</term>
        <note>differs in: which phase the same molecule is in · the relation itself is separately evidenced · strength of the relation: 0.95 · differs in (stated by the tagger, no quotation): which phase the same molecule is in · the relation stated: the 2008 combustion force field describes water accurately as a gas-phase molecule and fails on liquid water, because liquid water was not a development aim at the temperatures intended
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span says the force-field describes water as a gas-phase molecule yet fails for liquid water; distinct-from is loose.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t44" type="content_tags" ana="#content_tags.findings[0]" resp="#tagger" cert="0.95">
        <label>there is only one oxygen type in ReaxFF regardless of chemical environment, unlike AMBER and CHARMM</label>
        <term>there is only one oxygen type in ReaxFF regardless of chemical environment, unlike AMBER and CHARMM</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t45" type="content_tags" ana="#content_tags.findings[1]" resp="#tagger" cert="0.95">
        <label>parameter sets fall into two branches, combustion and aqueous, that are only intra-transferable</label>
        <term>parameter sets fall into two branches, combustion and aqueous, that are only intra-transferable</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t46" type="content_tags" ana="#content_tags.findings[2]" resp="#tagger" cert="0.95">
        <label>the 2008 combustion force field describes water as a gas accurately and fails to describe it as a liquid</label>
        <term>the 2008 combustion force field describes water as a gas accurately and fails to describe it as a liquid</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t47" type="content_tags" ana="#content_tags.findings[3]" resp="#tagger" cert="0.95">
        <label>The aqueous branch keeps the 2008-C/H/O functional form with different O/H atom and bond parameters.</label>
        <term>The aqueous branch keeps the 2008-C/H/O functional form with different O/H atom and bond parameters.</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t48" type="content_tags" ana="#content_tags.findings[4]" resp="#tagger" cert="0.95">
        <label>parameter sets on the same branch combine by fitting only bond and angular terms; across branches requires extensive refitting</label>
        <term>parameter sets on the same branch combine by fitting only bond and angular terms; across branches requires extensive refitting</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t49" type="content_tags" ana="#content_tags.findings[5]" resp="#tagger" cert="0.95">
        <label>independent branches such as B/N/H and Ni/C/H were later merged into combustion or aqueous through extensive refitting</label>
        <term>independent branches such as B/N/H and Ni/C/H were later merged into combustion or aqueous through extensive refitting</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t50" type="content_tags" ana="#content_tags.findings[6]" resp="#tagger" cert="0.95">
        <label>an element is treated with the same formalism in gas, liquid and solid, which is what allows atoms to migrate between phases in a simulation</label>
        <term>an element is treated with the same formalism in gas, liquid and solid, which is what allows atoms to migrate between phases in a simulation</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t51" type="content_tags" ana="#content_tags.definitions[0]" resp="#tagger" cert="0.95">
        <label>an empirical interatomic potential cast within a bond-order formalism, describing chemical bonding implicitly and so allowing reactive events without expensive QM calculations</label>
        <term>ReaxFF</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t52" type="content_tags" ana="#content_tags.definitions[1]" resp="#tagger" cert="0.95">
        <label>a parameter-set grouping employing the same functional form as the 2008 combustion description but with different O/H atom and bond parameters, not directly transferable with it</label>
        <term>aqueous branch</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t53" type="content_tags" ana="#content_tags.quantities[0]" resp="#tagger" cert="0.95">
        <label>the C/H/O combustion force field that describes gas-phase water and fails on liquid water</label>
        <term>2008</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t54" type="content_tags" ana="#content_tags.variables[0]" resp="#tagger" cert="0.95">
        <label>transferability</label>
        <term>transferability</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t55" type="content_tags" ana="#content_tags.variables[1]" resp="#tagger" cert="0.95">
        <label>bond-order</label>
        <term>bond-order</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
    </spanGrp>
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    <body>
      <p><note type="rights">The full text of this article is not redistributable, so it is
      not included here. The evidence sentences are withheld with it; the tag layer and its
      grounding status remain. The article itself is at https://doi.org/10.1038/npjcompumats.2015.11.</note></p>
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