{"id":"W4410973732","doi":"10.1016/j.jsasus.2025.05.004","title":"Integrating knowledge management and large language models to advance construction Job Hazard Analysis: A systematic review and conceptual framework","year":2025,"lang":"en","type":"review","venue":"Journal of Safety and Sustainability","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Knowledge management; Computer science; Hazard; Conceptual framework; Management science; Sociology; Engineering; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01939036,0.001581591,0.004629096,0.02597007,0.001050904,0.004550091,0.002984867,0.002279616,0.00369296],"category_scores_gemma":[0.0567227,0.001100811,0.004790516,0.02033632,0.001805272,0.006689688,0.003247528,0.002251112,0.0005271678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005278106,"about_ca_system_score_gemma":0.03117386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01054257,"about_ca_topic_score_gemma":0.02902767,"domain_scores_codex":[0.9892263,0.004681543,0.003221176,0.0006730934,0.001943346,0.0002545753],"domain_scores_gemma":[0.9343334,0.0532905,0.005343389,0.001260062,0.005325631,0.0004470068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006417643,0.00006382243,0.000824723,0.7039604,0.002681941,0.0001897233,0.001614068,0.0005683427,0.0002491637,0.0083821,0.003569467,0.277832],"study_design_scores_gemma":[0.00005070673,0.000114399,0.001725759,0.8800824,0.01178535,0.0003271496,0.001606297,0.000368294,0.0002332298,0.004926,0.09870825,0.00007218112],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000565849,0.9948987,0.00193251,0.001094811,0.000117776,0.0003834419,0.0001991795,0.00001403839,0.0007937524],"genre_scores_gemma":[0.01026454,0.9802234,0.007329029,0.0006674314,0.00007113879,0.001044123,0.0002385415,0.000007492112,0.0001543011],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02597007,"threshold_uncertainty_score":0.1025472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03732641951038893,"score_gpt":0.4720571986378808,"score_spread":0.4347307791274918,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}