{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002459804,0.0002004448,0.0006630734,0.0004389635,0.00008646478,0.00005921014,0.0002566993,0.00008668666,0.00001680405],"category_scores_gemma":[0.0003568395,0.0001265188,0.0001929307,0.001994377,0.0004875356,0.0001368878,0.0001538089,0.0002121127,4.488113e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004720456,"about_ca_system_score_gemma":0.0004754191,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01007529,"about_ca_topic_score_gemma":0.002175547,"domain_scores_codex":[0.9980262,0.0003091024,0.0006600396,0.0004749198,0.0003696645,0.0001600527],"domain_scores_gemma":[0.9978471,0.0006896882,0.0001365698,0.0007706941,0.0004768939,0.00007905005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001492448,0.0004165829,0.1459897,0.0003323755,0.0007470178,0.000002068042,0.8444254,0.0009237523,0.002900301,0.00228315,0.001329515,0.0005009741],"study_design_scores_gemma":[0.00912033,0.0005992182,0.2580109,0.008756043,0.005363126,0.000001192862,0.6730173,0.0157197,0.0151321,0.01143509,0.002027743,0.0008173219],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815702,0.008659977,0.0005991756,0.003341835,0.0001923796,0.001420103,0.003925607,0.0000105731,0.0002801909],"genre_scores_gemma":[0.9972419,0.00001993207,0.001612999,0.0002470879,0.000008421017,0.0001336798,0.0003503324,0.000009859911,0.0003758013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1714081,"threshold_uncertainty_score":0.9965167,"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."}}