{"id":"W4411023322","doi":"10.1177/00914509251346144","title":"From Enthusiasm to Concern and From Top-Down to Bottom-Up: A Critical Qualitative Analysis of Constructions of the French Model of Opioid Use Disorder Care in the Scientific Literature","year":2025,"lang":"en","type":"article","venue":"Contemporary Drug Problems","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto; NOSM University; Humber River Regional Hospital; Health Sciences North","funders":"","keywords":"Enthusiasm; Top-down and bottom-up design; Qualitative research; Opioid use disorder; Psychoanalysis; Psychology; Sociology; Opioid; Medicine; Social science; Social psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.05083921,0.001246329,0.001239514,0.00777381,0.02032726,0.01955185,0.002656671,0.005184991,0.002181941],"category_scores_gemma":[0.05939907,0.001054859,0.0007884628,0.007829172,0.05698099,0.01481508,0.008677446,0.006735087,0.0003111054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03700054,"about_ca_system_score_gemma":0.01819248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02389092,"about_ca_topic_score_gemma":0.01628613,"domain_scores_codex":[0.928951,0.05964257,0.001498833,0.002287016,0.004597382,0.003023139],"domain_scores_gemma":[0.9018779,0.08479,0.003893181,0.001624535,0.006382896,0.001431474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009351926,0.000005509334,0.0004169224,0.00007331865,0.000002276572,0.0002528303,0.9825147,0.00004575125,0.0002011203,0.015082,0.0002975244,0.001098795],"study_design_scores_gemma":[0.000003650258,0.00001068257,0.0002305751,0.0001582279,0.000003519581,0.0001307288,0.9841212,0.0001445311,0.0002076327,0.003327752,0.01164843,0.00001304273],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8757673,0.003837505,0.0314321,0.04721367,0.0003367545,0.0007950468,0.0003781606,0.00009733247,0.04014201],"genre_scores_gemma":[0.9886941,0.001077694,0.004988727,0.002355019,0.00003948544,0.0003595575,0.00009143043,0.00007663539,0.002317259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9796727,"threshold_uncertainty_score":0.2688667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02948710651283196,"score_gpt":0.3354228940612864,"score_spread":0.3059357875484545,"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."}}