{"id":"W4408865371","doi":"10.2196/57468","title":"Stigma and Behavior Change Techniques in Substance Use Recovery: Qualitative Study of Social Media Narratives","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse","keywords":"Substance use; Psychological intervention; Psychology; Stigma (botany); Social media; Cannabis; Intervention (counseling); Behaviour change; Qualitative research; Content analysis; Narrative; Behavior change; Addiction; Social stigma; Social psychology; Clinical psychology; Medicine; Psychotherapist; Psychiatry; Computer science; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01883804,0.0009773141,0.0009193645,0.003217055,0.01002923,0.005198581,0.002210079,0.002077207,0.002694824],"category_scores_gemma":[0.04020732,0.0009196075,0.0005763266,0.002399002,0.01251173,0.007353514,0.008429354,0.003331956,0.0003594182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005922206,"about_ca_system_score_gemma":0.005511168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0073149,"about_ca_topic_score_gemma":0.01285102,"domain_scores_codex":[0.9831221,0.01334355,0.0005433091,0.0007174707,0.001003754,0.001269765],"domain_scores_gemma":[0.945261,0.04698963,0.002823262,0.0008701812,0.002241022,0.001814882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001365024,0.00002695425,0.00121852,0.00008119731,0.000002267479,0.0003258118,0.9958358,0.00001553261,0.0002583905,0.0004444144,0.0001552135,0.001622224],"study_design_scores_gemma":[0.000003907681,0.00002311559,0.001070314,0.0001411502,0.000002776854,0.0001292729,0.9943831,0.00009705184,0.0002178296,0.0002327728,0.00368927,0.000009357604],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871622,0.000646085,0.003303564,0.002274946,0.00007202188,0.0006050838,0.0002654303,0.00002959524,0.005641198],"genre_scores_gemma":[0.9922443,0.0009140802,0.002806284,0.0006657411,0.00003897315,0.0008926596,0.0001297162,0.0000537099,0.002254647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01883804,"threshold_uncertainty_score":0.09962624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1949602052646577,"score_gpt":0.4995355425215731,"score_spread":0.3045753372569153,"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."}}