{"id":"https://openalex.org/W7214196845","doi":"https://doi.org/10.48550/arxiv.2609.22081","title":"Structuring occupational accident narratives for cross-sector safety analysis: Transferability of accident-process role classification","display_name":"Structuring occupational accident narratives for cross-sector safety analysis: Transferability of accident-process role classification","publication_year":2026,"publication_date":"2026-09-18","ids":{"openalex":"https://openalex.org/W7214196845","doi":"https://doi.org/10.48550/arxiv.2609.22081"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2609.22081","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2609.22081","pdf_url":"https://arxiv.org/pdf/2609.22081","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2609.22081","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116354122","display_name":"Aho Yapi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I198244214","display_name":"Universit\u00e9 Clermont Auvergne","ror":"https://ror.org/01a8ajp46","country_code":"FR","type":"education","lineage":["https://openalex.org/I198244214"]},{"id":"https://openalex.org/I4210155549","display_name":"Laboratoire de Math\u00e9matiques Blaise Pascal","ror":"https://ror.org/05sd5r855","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I198244214","https://openalex.org/I4210141950","https://openalex.org/I4210155549"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Yapi, Aho","raw_affiliation_strings":["LYF SAS , Cikaba , 4 rue Eric de Cromi\u00e8res , Clermont-Ferrand , 63000 , France","Laboratoire de Math\u00e9matiques Blaise Pascal (UMR 6620 CNRS) , Universit\u00e9 Clermont Auvergne , 3 , Place Vasarely , Aubi\u00e8re , 63178 , France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LYF SAS , Cikaba , 4 rue Eric de Cromi\u00e8res , Clermont-Ferrand , 63000 , France","institution_ids":[]},{"raw_affiliation_string":"Laboratoire de Math\u00e9matiques Blaise Pascal (UMR 6620 CNRS) , Universit\u00e9 Clermont Auvergne , 3 , Place Vasarely , Aubi\u00e8re , 63178 , France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I198244214","https://openalex.org/I4210155549"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112443830","display_name":"Pierre Latouche","orcid":"https://orcid.org/0009-0009-7398-1640","observed_orcids":["https://orcid.org/0009-0009-7398-1640"]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I185839726","display_name":"Institut Universitaire de France","ror":"https://ror.org/055khg266","country_code":"FR","type":"education","lineage":["https://openalex.org/I185839726"]},{"id":"https://openalex.org/I198244214","display_name":"Universit\u00e9 Clermont Auvergne","ror":"https://ror.org/01a8ajp46","country_code":"FR","type":"education","lineage":["https://openalex.org/I198244214"]},{"id":"https://openalex.org/I4210155549","display_name":"Laboratoire de Math\u00e9matiques Blaise Pascal","ror":"https://ror.org/05sd5r855","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I198244214","https://openalex.org/I4210141950","https://openalex.org/I4210155549"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Latouche, Pierre","raw_affiliation_strings":["Institut Universitaire de France (IUF) , Paris , France","Laboratoire de Math\u00e9matiques Blaise Pascal (UMR 6620 CNRS) , Universit\u00e9 Clermont Auvergne , 3 , Place Vasarely , Aubi\u00e8re , 63178 , France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut Universitaire de France (IUF) , Paris , France","institution_ids":["https://openalex.org/I185839726"]},{"raw_affiliation_string":"Laboratoire de Math\u00e9matiques Blaise Pascal (UMR 6620 CNRS) , Universit\u00e9 Clermont Auvergne , 3 , Place Vasarely , Aubi\u00e8re , 63178 , France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I198244214","https://openalex.org/I4210155549"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051679487","display_name":"Arnaud Guillin","orcid":"https://orcid.org/0000-0003-2393-6242","observed_orcids":["https://orcid.org/0000-0003-2393-6242"]},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I198244214","display_name":"Universit\u00e9 Clermont Auvergne","ror":"https://ror.org/01a8ajp46","country_code":"FR","type":"education","lineage":["https://openalex.org/I198244214"]},{"id":"https://openalex.org/I4210155549","display_name":"Laboratoire de Math\u00e9matiques Blaise Pascal","ror":"https://ror.org/05sd5r855","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I198244214","https://openalex.org/I4210141950","https://openalex.org/I4210155549"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Guillin, Arnaud","raw_affiliation_strings":["Laboratoire de Math\u00e9matiques Blaise Pascal (UMR 6620 CNRS) , Universit\u00e9 Clermont Auvergne , 3 , Place Vasarely , Aubi\u00e8re , 63178 , France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratoire de Math\u00e9matiques Blaise Pascal (UMR 6620 CNRS) , Universit\u00e9 Clermont Auvergne , 3 , Place Vasarely , Aubi\u00e8re , 63178 , France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I198244214","https://openalex.org/I4210155549"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081531063","display_name":"Yan Bailly","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bailly, Yan","raw_affiliation_strings":["LYF SAS , Cikaba , 4 rue Eric de Cromi\u00e8res , Clermont-Ferrand , 63000 , France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LYF SAS , Cikaba , 4 rue Eric de Cromi\u00e8res , Clermont-Ferrand , 63000 , France","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10809","display_name":"Occupational Health and Safety Research","score":0.6812000274658203,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10809","display_name":"Occupational Health and Safety Research","score":0.6812000274658203,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.23160000145435333,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13315","display_name":"Occupational Health and Safety in Workplaces","score":0.019600000232458115,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/safety-analysis","display_name":"safety analysis","score":0.5830000042915344},{"id":"https://openalex.org/keywords/construction-industry","display_name":"construction industry","score":0.48399999737739563},{"id":"https://openalex.org/keywords/accident-reporting","display_name":"accident reporting","score":0.421999990940094},{"id":"https://openalex.org/keywords/transfer-learning","display_name":"transfer learning","score":0.5600000023841858},{"id":"https://openalex.org/keywords/pre-trained-language-models","display_name":"pre-trained language models","score":0.7020000219345093},{"id":"https://openalex.org/keywords/tf-idf","display_name":"TF-IDF","score":0.8579999804496765},{"id":"https://openalex.org/keywords/accident-prevention","display_name":"accident prevention","score":0.35600000619888306}],"concepts":[{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.7889999747276306},{"id":"https://openalex.org/C2778712577","wikidata":"https://www.wikidata.org/wiki/Q3505966","display_name":"Retraining","level":2,"score":0.7078999876976013},{"id":"https://openalex.org/C547195049","wikidata":"https://www.wikidata.org/wiki/Q1725664","display_name":"Terminology","level":2,"score":0.646399974822998},{"id":"https://openalex.org/C2780289543","wikidata":"https://www.wikidata.org/wiki/Q424630","display_name":"Accident (philosophy)","level":2,"score":0.5472000241279602},{"id":"https://openalex.org/C61272859","wikidata":"https://www.wikidata.org/wiki/Q7834031","display_name":"Transferability","level":3,"score":0.5313000082969666},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5149000287055969},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.4108000099658966},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.4009000062942505},{"id":"https://openalex.org/C3018671437","wikidata":"https://www.wikidata.org/wiki/Q2493120","display_name":"Accident investigation","level":2,"score":0.3529999852180481},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.35179999470710754},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3370000123977661},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.3314000070095062},{"id":"https://openalex.org/C187155963","wikidata":"https://www.wikidata.org/wiki/Q629029","display_name":"Occupational safety and health","level":2,"score":0.32710000872612},{"id":"https://openalex.org/C2775945657","wikidata":"https://www.wikidata.org/wiki/Q381442","display_name":"Structuring","level":2,"score":0.30640000104904175},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.289000004529953},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.28450000286102295},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.27869999408721924},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.2777000069618225},{"id":"https://openalex.org/C117893075","wikidata":"https://www.wikidata.org/wiki/Q6966213","display_name":"Narrative inquiry","level":3,"score":0.27140000462532043},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.2694999873638153},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.2694000005722046},{"id":"https://openalex.org/C206713868","wikidata":"https://www.wikidata.org/wiki/Q1674639","display_name":"Near miss","level":2,"score":0.2590999901294708},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.25859999656677246},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2583000063896179},{"id":"https://openalex.org/C84389358","wikidata":"https://www.wikidata.org/wiki/Q1129466","display_name":"Discourse analysis","level":2,"score":0.25519999861717224},{"id":"https://openalex.org/C2780591428","wikidata":"https://www.wikidata.org/wiki/Q2493120","display_name":"Accident analysis","level":2,"score":0.25459998846054077}],"mesh":[],"locations_count":4,"locations":[{"id":"pmh:oai:arXiv.org:2609.22081","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2609.22081","pdf_url":"https://arxiv.org/pdf/2609.22081","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:HAL:hal-05755309v1","doi":null,"is_oa":true,"landing_page_url":"https://hal.science/hal-05755309","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2026","raw_type":"info:eu-repo/semantics/preprint"},{"id":"pmh:oai:HAL:hal-05755309v2","doi":null,"is_oa":true,"landing_page_url":"https://hal.science/hal-05755309","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2026","raw_type":"info:eu-repo/semantics/preprint"},{"id":"doi:10.48550/arxiv.2609.22081","doi":"https://doi.org/10.48550/arxiv.2609.22081","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2609.22081","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2609.22081","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2609.22081","pdf_url":"https://arxiv.org/pdf/2609.22081","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.48510000109672546,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7214196845.pdf","grobid_xml":"https://content.openalex.org/works/W7214196845.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W1480931433","https://openalex.org/W1978394996","https://openalex.org/W2050801533","https://openalex.org/W2060235240","https://openalex.org/W2083449552","https://openalex.org/W2084007633","https://openalex.org/W2101807845","https://openalex.org/W2141766660","https://openalex.org/W2195232283","https://openalex.org/W2201200292","https://openalex.org/W2207774637","https://openalex.org/W2293091348","https://openalex.org/W2301246547","https://openalex.org/W2553160069","https://openalex.org/W2598634450","https://openalex.org/W2753048242","https://openalex.org/W2906305053","https://openalex.org/W2911964244","https://openalex.org/W2921848006","https://openalex.org/W2964906461","https://openalex.org/W2991234496","https://openalex.org/W3170468652","https://openalex.org/W4296101932","https://openalex.org/W4315589227","https://openalex.org/W4379473370","https://openalex.org/W4386813032","https://openalex.org/W4404792924","https://openalex.org/W4416052065","https://openalex.org/W7162935054"],"related_works":["https://openalex.org/W4239989895","https://openalex.org/W3170468652","https://openalex.org/W4200082634","https://openalex.org/W7213234907","https://openalex.org/W7103994457","https://openalex.org/W7034537834","https://openalex.org/W7162935054","https://openalex.org/W7163749801","https://openalex.org/W7202162255","https://openalex.org/W4415445870"],"abstract_inverted_index":{"Introduction:":[0],"Occupational":[1],"accident":[2,9,52,68],"narratives":[3,53,85,176],"describe":[4],"work":[5,62],"situations,":[6],"unfavourable":[7,66],"conditions,":[8],"events,":[10],"and":[11,17,25,47,59,86,93,109,126,152,167,182,199],"consequences,":[12],"but":[13],"differences":[14],"in":[15,34,44,179],"terminology":[16],"reporting":[18,48,165],"practices":[19],"hinder":[20],"systematic":[21],"analysis":[22,201],"across":[23],"sectors":[24,46,181],"organisations.":[26],"This":[27],"study":[28],"examined":[29],"whether":[30],"a":[31,101,163],"model":[32],"developed":[33,77],"one":[35],"occupational":[36],"sector":[37],"could":[38],"identify":[39],"the":[40,147,156],"same":[41],"accident-process":[42],"information":[43],"unseen":[45],"environments.":[49],"Method:":[50],"French":[51],"were":[54,76],"segmented":[55],"into":[56],"factual":[57,80],"units":[58,81],"expert-annotated":[60],"as":[61],"situation,":[63],"explicitly":[64],"reported":[65,73],"condition,":[67],"event":[69],"or":[70,72],"deviation,":[71],"consequence.":[74],"Models":[75],"on":[78,90,155],"42,244":[79],"from":[82,174],"6,040":[83],"construction-sector":[84],"evaluated":[87],"without":[88],"retraining":[89],"metallurgy,":[91],"chemistry-plastics,":[92],"an":[94,183],"independently":[95],"collected":[96],"company":[97,157],"corpus.":[98],"We":[99],"compared":[100],"TF-IDF-based":[102],"lexical":[103],"model,":[104],"frozen":[105,123],"pretrained":[106,111,124],"text":[107],"representations,":[108,125],"task-adapted":[110],"models.":[112],"Results:":[113],"Average":[114],"balanced":[115],"accuracy":[116],"was":[117,150],"75.0%":[118],"for":[119,122],"TF-IDF,":[120],"76.9%":[121],"about":[127],"85.7%":[128],"after":[129],"task":[130],"adaptation.":[131],"Across":[132],"repeated":[133],"runs,":[134],"leading":[135],"adapted":[136],"approaches":[137],"showed":[138],"similar":[139],"overall":[140],"performance,":[141],"with":[142],"no":[143],"method":[144],"consistently":[145],"outperforming":[146],"others.":[148],"Performance":[149],"lower":[151],"more":[153],"variable":[154],"corpus,":[158],"where":[159],"transfer":[160],"also":[161],"involved":[162],"different":[164],"environment":[166],"data":[168],"source.":[169],"Conclusions:":[170],"Accident-process":[171],"roles":[172],"learned":[173],"construction":[175],"remained":[177],"identifiable":[178],"other":[180],"independent":[184],"organisational":[185],"setting.":[186],"Practical":[187],"Applications:":[188],"The":[189],"framework":[190],"can":[191],"support":[192],"assisted":[193],"coding,":[194],"expert":[195],"review,":[196],"cross-sector":[197],"analysis,":[198],"prevention-oriented":[200],"of":[202],"large":[203],"accident-report":[204],"collections.":[205]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-09-25T00:00:00"}
