{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06129796,0.001208636,0.001378869,0.014817,0.001905443,0.01373404,0.005952768,0.003448972,0.01271953],"category_scores_gemma":[0.1789963,0.00142207,0.002078439,0.01077068,0.001244531,0.008535452,0.004803868,0.007200378,0.01954146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005997902,"about_ca_system_score_gemma":0.01489598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02823232,"about_ca_topic_score_gemma":0.0174414,"domain_scores_codex":[0.9379492,0.007277463,0.01232441,0.004725002,0.03550425,0.00221977],"domain_scores_gemma":[0.6708632,0.07899611,0.01699547,0.05241275,0.1745524,0.00618015],"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":[0.0003698746,0.0004883942,0.01885798,0.001341199,0.0001235978,0.0004373718,0.001276834,0.005271046,0.002266781,0.01729723,0.6332596,0.3190101],"study_design_scores_gemma":[0.0000293274,0.00006036283,0.004654989,0.0006963418,0.00003897544,0.0001101613,0.00028073,0.002218924,0.002417988,0.002730337,0.9866664,0.00009550255],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04750817,0.01044988,0.1956922,0.08918753,0.02417587,0.004650122,0.2571135,0.06201818,0.3092046],"genre_scores_gemma":[0.1022673,0.009880861,0.2634153,0.02280761,0.004159987,0.003540267,0.5001031,0.01048932,0.08333629],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06129796,"threshold_uncertainty_score":0.3241785,"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."}}