{"id":"W4362647343","doi":"10.1109/rams51473.2023.10088188","title":"Recommendations to Improve Quality of Safety Indicators in the Railway Industry","year":2023,"lang":"en","type":"article","venue":"","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"SNC-Lavalin (Canada)","funders":"","keywords":"Risk analysis (engineering); Warning system; Transport engineering; Quality (philosophy); System safety; Track (disk drive); Safety case; Stock (firearms); Computer science; Business; Engineering; Reliability engineering; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.08090738,0.002550756,0.001947119,0.01017185,0.002806131,0.0143784,0.007606052,0.008353199,0.02409917],"category_scores_gemma":[0.2067886,0.001287229,0.002624089,0.009519648,0.001845368,0.01169117,0.005171054,0.007876341,0.009635886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01330198,"about_ca_system_score_gemma":0.07475936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09781852,"about_ca_topic_score_gemma":0.08222075,"domain_scores_codex":[0.9429854,0.02761263,0.006844601,0.002435312,0.01544027,0.004681851],"domain_scores_gemma":[0.6296926,0.05790145,0.02125504,0.01457065,0.2469468,0.02963358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001633247,0.0008995153,0.02512207,0.003685885,0.0001234915,0.0001597159,0.001110093,0.00293392,0.001053522,0.006261605,0.5433808,0.415106],"study_design_scores_gemma":[0.0004672922,0.0008069543,0.08683801,0.024832,0.0003661245,0.0002830139,0.01708764,0.006942153,0.003918828,0.0120749,0.8458472,0.0005357963],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0112484,0.01872989,0.04348109,0.8451444,0.01074281,0.005961402,0.005910567,0.006892708,0.05188877],"genre_scores_gemma":[0.1231862,0.05862164,0.5865815,0.1425727,0.005878967,0.01458292,0.01595239,0.001317622,0.05130595],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09781852,"threshold_uncertainty_score":0.4278842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2074530261527941,"score_gpt":0.562833455715837,"score_spread":0.3553804295630428,"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."}}