{"id":"W3026927963","doi":"10.1071/aj19082","title":"Data driven update to industry Life-Saving Rules","year":2020,"lang":"en","type":"article","venue":"The APPEA Journal","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Energy; Husky Energy (Canada)","funders":"","keywords":"Upstream (networking); Operations management; Near miss; Work (physics); Business; Control (management); Operations research; Engineering; Risk analysis (engineering); Marketing; Process management; Management; Forensic engineering; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00203841,0.0001024002,0.000178997,0.00005314514,0.001894355,0.00003625875,0.00137436,0.0001618945,0.001894302],"category_scores_gemma":[0.00187458,0.00006537815,0.00003218838,0.0002636262,0.00003873715,0.0002108844,0.0009732976,0.003520595,0.00492511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006669265,"about_ca_system_score_gemma":0.001315291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003404231,"about_ca_topic_score_gemma":0.00002437027,"domain_scores_codex":[0.9973488,0.0007699194,0.0005131593,0.0002009398,0.0005294365,0.0006377097],"domain_scores_gemma":[0.9974187,0.0005966407,0.000169855,0.0004920831,0.0001682486,0.001154493],"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":[0.0008955611,0.00004744255,0.1217358,0.0001747959,0.00007739063,0.0000459296,0.004095199,0.0003095311,0.0001788572,0.002604281,0.8373739,0.03246133],"study_design_scores_gemma":[0.0009380272,0.0001361672,0.243157,0.0002700058,0.00001948484,0.00002379133,0.002732722,0.004524509,0.000002712416,0.001049395,0.7469652,0.0001808899],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.433796,0.0004089322,0.001653706,0.5557123,0.0007330221,0.0008377696,0.0003545219,0.00006078503,0.006442868],"genre_scores_gemma":[0.922615,0.0002554192,0.001697794,0.06951173,0.005361793,0.00002507739,0.00008480529,0.00003595773,0.0004124571],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4888189,"threshold_uncertainty_score":0.999405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.306280764563816,"score_gpt":0.5135467052982635,"score_spread":0.2072659407344475,"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."}}