{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009972663,0.0003040496,0.001667948,0.0001903235,0.00003925446,0.000001671265,0.0001056378,0.0002569357,0.0000201837],"category_scores_gemma":[0.001169227,0.0002159122,0.0002122969,0.0004304717,0.001866321,0.00007476786,0.00002630662,0.0005253361,0.00000135485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003463452,"about_ca_system_score_gemma":0.0002925551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008822512,"about_ca_topic_score_gemma":0.000385163,"domain_scores_codex":[0.9966686,0.0002317319,0.001810806,0.0006885735,0.0002660583,0.0003342275],"domain_scores_gemma":[0.9907826,0.007664613,0.0003764922,0.0004932222,0.0005140021,0.0001690329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009932531,0.0003327301,0.9680091,0.0001716181,0.0004226255,0.00002283007,0.001239906,0.00000452965,0.00004974879,0.0001062379,0.0009816256,0.0187265],"study_design_scores_gemma":[0.02349527,0.001415115,0.9636554,0.003310223,0.0004765019,0.000003389159,0.003665782,0.0001024024,0.00002323665,0.0003914384,0.003290726,0.0001705081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815292,0.01025323,0.0002794846,0.002349297,0.001659932,0.001438481,0.000003048231,0.00005455834,0.002432708],"genre_scores_gemma":[0.9923609,0.003820388,0.001678041,0.0006623427,0.0001832768,0.00004705106,0.00001649392,0.00002281601,0.001208726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.018556,"threshold_uncertainty_score":0.8804643,"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."}}