{"id":"W4376129550","doi":"10.1097/jom.0000000000002879","title":"“It's Just a Checklist”","year":2023,"lang":"en","type":"article","venue":"Journal of Occupational and Environmental Medicine","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Thematic analysis; Workforce; Checklist; Qualitative research; Occupational safety and health; Training (meteorology); Psychology; Medicine; Nursing; Business; Applied psychology; Political science; Sociology; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01506191,0.001220168,0.0009148773,0.003095422,0.00616538,0.00289706,0.00377409,0.001772737,0.03072809],"category_scores_gemma":[0.04344894,0.0004786838,0.0011432,0.002666525,0.004166318,0.004190985,0.003745718,0.003198067,0.01324411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008847321,"about_ca_system_score_gemma":0.05738119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2300411,"about_ca_topic_score_gemma":0.3629028,"domain_scores_codex":[0.9878265,0.004642034,0.001019089,0.0005199835,0.004919585,0.001072791],"domain_scores_gemma":[0.9425487,0.003904816,0.003073472,0.002368836,0.04235656,0.005747552],"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":[0.0001186373,0.0001214904,0.004638826,0.00218497,0.00003128298,0.0003587779,0.008409696,0.0001990511,0.001703886,0.005147951,0.8057679,0.1713176],"study_design_scores_gemma":[0.00005377943,0.000177417,0.01214045,0.003595898,0.0000370029,0.0006208742,0.01207465,0.0002222911,0.0009499805,0.002639346,0.9673359,0.0001525323],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.06354287,0.01133883,0.1301882,0.3330087,0.03518708,0.02182566,0.03131721,0.01880198,0.3547895],"genre_scores_gemma":[0.2400066,0.0162242,0.3094566,0.09657265,0.004239741,0.02715493,0.02240475,0.003700471,0.2802399],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2300411,"threshold_uncertainty_score":0.4574042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1782395184120908,"score_gpt":0.4989367392727075,"score_spread":0.3206972208606167,"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."}}