{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009635703,0.0001121647,0.0001244084,0.000219443,0.0004598603,0.00002893439,0.0002615704,0.0001416568,0.002825942],"category_scores_gemma":[0.0001907317,0.00008928737,0.00009628776,0.000170969,0.00003097927,0.0001544971,0.0001102364,0.0005685874,0.0004716816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000711957,"about_ca_system_score_gemma":0.001047298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000692469,"about_ca_topic_score_gemma":0.00003286908,"domain_scores_codex":[0.9981014,0.00007539226,0.0005048033,0.000304583,0.0006179669,0.0003958632],"domain_scores_gemma":[0.9985036,0.0008687786,0.00007463768,0.0001391331,0.0002490831,0.0001648144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006592839,0.0001571767,0.03448114,0.000869567,0.0002899536,0.00001089253,0.00142713,0.00001732061,0.0008667456,0.5103843,0.2022348,0.2486018],"study_design_scores_gemma":[0.0006881228,0.0001481677,0.06396161,0.0001463268,0.000008043894,8.352512e-7,0.0002135662,0.004232967,0.00005466269,0.002218974,0.9282244,0.0001022527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0775324,0.000820171,0.09337268,0.1744246,0.04407882,0.01199489,0.007670664,0.001005904,0.5890998],"genre_scores_gemma":[0.9560186,0.0002048131,0.003263105,0.003890517,0.002347667,0.001600382,0.001143438,0.00003305451,0.03149844],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8784862,"threshold_uncertainty_score":0.9980856,"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."}}