{"id":"W4400422789","doi":"10.3329/mumcj.v7i1.73977","title":"Managing Substance Use Disorders and Addiction: How to Integrate Professionalism and Ethics with the Complexity of Diagnosis and Therapy","year":2024,"lang":"en","type":"article","venue":"Mugda Medical College Journal","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Addiction; Engineering ethics; Psychotherapist; Psychology; Psychiatry; Medicine; Engineering","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":[0.001695352,0.0001155528,0.0001682481,0.00007900912,0.0003667081,0.0001641459,0.0001041925,0.0001187864,0.0003545798],"category_scores_gemma":[0.0001883917,0.00006026286,0.0000252464,0.0002305426,0.0004507272,0.000206007,0.00003497527,0.001200137,7.290013e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009329434,"about_ca_system_score_gemma":0.0000769854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001025249,"about_ca_topic_score_gemma":0.0008762919,"domain_scores_codex":[0.9985459,0.0004059291,0.000169535,0.0002070016,0.0005145071,0.0001570877],"domain_scores_gemma":[0.9978444,0.001729377,0.00005975917,0.000109142,0.00008517641,0.0001721414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001586331,0.0002161907,0.01408235,0.0001263652,0.0005164826,0.0004466855,0.05497233,0.000002334893,0.00003150215,0.01513172,0.05690991,0.8559778],"study_design_scores_gemma":[0.002329428,0.0009833907,0.057779,0.002191645,0.0001196891,0.001224825,0.0175763,0.002732341,0.000006822513,0.007129436,0.9076084,0.0003187079],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6806017,0.03738567,0.001293114,0.2798931,0.0005105987,0.0001951172,0.00001870953,0.00001489097,0.00008714435],"genre_scores_gemma":[0.9388539,0.05857804,0.0003077039,0.001743821,0.0001250321,0.00002230646,0.000001153382,0.00001484854,0.0003531981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8556591,"threshold_uncertainty_score":0.5214065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1246224465266994,"score_gpt":0.3791200707973371,"score_spread":0.2544976242706377,"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."}}