{"id":"W7133588541","doi":"","title":"Railway bridge failures World directory: new indices for safety management","year":2025,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Bridge (graph theory); Risk management; Bridge maintenance; Work (physics); Key (lock)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003962355,0.002255548,0.001252033,0.03211416,0.001030433,0.002917547,0.001651293,0.001376892,0.03957173],"category_scores_gemma":[0.01183492,0.0005209975,0.0007116972,0.02538971,0.0004207669,0.004637548,0.002746735,0.001341163,0.03981197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002140455,"about_ca_system_score_gemma":0.006091502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02495468,"about_ca_topic_score_gemma":0.01747754,"domain_scores_codex":[0.9966008,0.0003333948,0.0008651814,0.0001980811,0.001621454,0.0003812161],"domain_scores_gemma":[0.9695833,0.002307607,0.004423142,0.001186909,0.01913864,0.003360403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002175309,0.0001377345,0.02783366,0.000539513,0.00002907153,0.00004441638,0.0001586228,0.00099231,0.0005205125,0.00141102,0.879105,0.08901058],"study_design_scores_gemma":[0.00006104603,0.0001325629,0.1110179,0.0004048975,0.00005658205,0.0001760178,0.0007632097,0.001292942,0.0008537799,0.00117016,0.883997,0.00007401329],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.01205129,0.00183514,0.0061236,0.00203387,0.0009002365,0.0007590127,0.9189019,0.004839387,0.05255564],"genre_scores_gemma":[0.02619845,0.001980354,0.01496861,0.0004000693,0.0004844047,0.001519307,0.9174837,0.001002099,0.03596288],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03957173,"threshold_uncertainty_score":0.1323806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04358377941907766,"score_gpt":0.3851171283358579,"score_spread":0.3415333489167803,"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."}}