{"id":"W4310493731","doi":"10.31234/osf.io/gektp","title":"Measuring base-rate bias error in workplace safety investigators","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kwantlen Polytechnic University","funders":"","keywords":"Objectivity (philosophy); Psychology; Human error; Situational ethics; Liability; Social psychology; Applied psychology; Medicine; Risk analysis (engineering); Accounting; Business","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":[0.1243308,0.0008146441,0.0007213187,0.002534319,0.0009093184,0.002146422,0.001604814,0.001333164,0.002981481],"category_scores_gemma":[0.4287842,0.0005829286,0.0008251856,0.001489239,0.001925587,0.001719392,0.00300806,0.001233733,0.0008033863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118315,"about_ca_system_score_gemma":0.001673728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001038353,"about_ca_topic_score_gemma":0.001025849,"domain_scores_codex":[0.8722347,0.07927065,0.01556059,0.006810032,0.02527468,0.0008493484],"domain_scores_gemma":[0.3588344,0.4586841,0.1010556,0.03085743,0.04874347,0.001825031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004106915,0.0009465661,0.6809813,0.002353105,0.001520873,0.0001879769,0.02253862,0.003040559,0.0113671,0.005714041,0.003098794,0.2641442],"study_design_scores_gemma":[0.0008388782,0.006309535,0.9026709,0.002097453,0.001197663,0.001181367,0.006887059,0.01484965,0.03222791,0.01730048,0.01399043,0.0004487614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7772318,0.003200901,0.1944093,0.0009018615,0.0006121597,0.003131334,0.00072877,0.0004288488,0.01935509],"genre_scores_gemma":[0.9328018,0.0004569547,0.06237848,0.0004684478,0.0002067976,0.002318958,0.0002820618,0.00007620409,0.001010231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1243308,"threshold_uncertainty_score":0.6575317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3955287428128378,"score_gpt":0.4845436906658608,"score_spread":0.089014947853023,"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."}}