{"id":"W4399479283","doi":"10.54941/ahfe1005241","title":"Safety Culture Indicators - For Improvement Not Assessment","year":2024,"lang":"en","type":"article","venue":"AHFE international","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Safety culture; Computer science; Reliability engineering; Engineering; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2155634,0.002666838,0.004671863,0.02265985,0.003114834,0.01654934,0.00544327,0.003801013,0.009542371],"category_scores_gemma":[0.3915945,0.001419561,0.00631549,0.02565163,0.004805076,0.02187507,0.01166933,0.01216358,0.003125168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01864748,"about_ca_system_score_gemma":0.06230754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008440561,"about_ca_topic_score_gemma":0.009469763,"domain_scores_codex":[0.6962087,0.1497147,0.05726636,0.00832606,0.0847466,0.003737509],"domain_scores_gemma":[0.5261241,0.2283973,0.05812498,0.02436888,0.15589,0.007094915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002169141,0.0003017788,0.01087556,0.07716325,0.0008294479,0.0001130793,0.004666366,0.0009185399,0.000651433,0.0417569,0.05559054,0.8069162],"study_design_scores_gemma":[0.0004507088,0.001292595,0.03642476,0.2926606,0.002144949,0.0005231581,0.01281459,0.003140844,0.003607784,0.05176779,0.5947452,0.0004270423],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01917348,0.4545659,0.1396851,0.256272,0.02331926,0.0151314,0.01212828,0.002878492,0.07684612],"genre_scores_gemma":[0.239685,0.205812,0.473953,0.03546603,0.002089041,0.02391206,0.009801235,0.0006932865,0.008588446],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2155634,"threshold_uncertainty_score":0.96735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06497251652847624,"score_gpt":0.5450457135921596,"score_spread":0.4800731970636833,"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."}}