{"id":"W7117470126","doi":"10.1007/s42399-025-02221-7","title":"Clinical Guidance for Monitoring and Accountability in Safety-Sensitive Workers with a History of Substance-related Disorders","year":2025,"lang":"en","type":"article","venue":"SN Comprehensive Clinical Medicine","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Newman Theological College; Weyerhauser (Canada); University of British Columbia","funders":"","keywords":"Accountability; Context (archaeology); Work (physics); Rehabilitation; Occupational safety and health; Substance abuse","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":[0.01571767,0.001343626,0.001566684,0.003687009,0.004250549,0.003431285,0.003918723,0.01408793,0.0230746],"category_scores_gemma":[0.08663562,0.0007851809,0.002887554,0.001283141,0.001572934,0.004341893,0.003911328,0.007966324,0.009022816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002813611,"about_ca_system_score_gemma":0.02995779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01620733,"about_ca_topic_score_gemma":0.04667409,"domain_scores_codex":[0.9811013,0.01007379,0.003714786,0.0005705973,0.003095143,0.001444514],"domain_scores_gemma":[0.9012232,0.04191095,0.007266227,0.003065292,0.03698194,0.009552373],"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":[0.0001640875,0.001363558,0.01740679,0.0008768945,0.00004857091,0.002766823,0.00204532,0.001286351,0.001119113,0.005846884,0.7847173,0.1823583],"study_design_scores_gemma":[0.000824749,0.001129623,0.06880295,0.02163666,0.0001561896,0.007696555,0.01071385,0.006663609,0.003453976,0.02932544,0.8490784,0.0005180083],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03510295,0.01440249,0.08975745,0.5544037,0.01467689,0.01369325,0.003428358,0.006532235,0.2680027],"genre_scores_gemma":[0.1652222,0.01705805,0.5483426,0.1327894,0.008237365,0.03019607,0.004929464,0.0008164496,0.09240839],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0230746,"threshold_uncertainty_score":0.08312398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06093276258616371,"score_gpt":0.3921432819422521,"score_spread":0.3312105193560884,"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."}}