{"id":"W4415521322","doi":"10.1007/s42399-025-02120-x","title":"Workplace-Facilitated Recovery Through Substance Use Policies","year":2025,"lang":"en","type":"article","venue":"SN Comprehensive Clinical Medicine","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vanguard College; University of Alberta","funders":"","keywords":"Absenteeism; Substance use; Commit; Incentive; Stakeholder; Work (physics)","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":[0.0007046377,0.0003381966,0.001169549,0.0001344434,0.000821383,0.000007098257,0.0002946559,0.0003364996,0.0005586698],"category_scores_gemma":[0.004722143,0.0002449905,0.0001827127,0.0007766375,0.00100497,0.0001900474,0.0002478866,0.001222319,0.0003004952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001130844,"about_ca_system_score_gemma":0.0001610554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001045589,"about_ca_topic_score_gemma":0.0006260937,"domain_scores_codex":[0.9953639,0.001193123,0.001791314,0.0005917727,0.0003296495,0.0007302203],"domain_scores_gemma":[0.9805189,0.01734707,0.0003393748,0.0006697165,0.0009749084,0.0001500611],"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":[0.000534754,0.00007791954,0.4368958,0.0001891206,0.0002688354,0.00001275683,0.00215698,0.000003047821,0.00004402205,0.007321856,0.5502758,0.002219131],"study_design_scores_gemma":[0.002719804,0.0003480272,0.4372373,0.001957549,0.0001025954,3.212357e-7,0.003802507,0.000006352614,0.000003795857,0.01242951,0.5412045,0.0001877526],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8081958,0.006895039,0.001283418,0.113918,0.01096755,0.001652414,0.00005618237,0.0004847166,0.0565469],"genre_scores_gemma":[0.5351388,0.0259042,0.001362854,0.1988716,0.00447971,0.0004364866,0.0002194588,0.0001150744,0.2334718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.273057,"threshold_uncertainty_score":0.9990424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2564828533236115,"score_gpt":0.5185811463973696,"score_spread":0.2620982930737581,"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."}}