{"id":"W2580404245","doi":"","title":"Therapeutic Communities for Substance Use Treatment: How Psychosocial Integration Can Be Integrated Into Residential Recovery","year":2016,"lang":"en","type":"dissertation","venue":"National University System Repository (National University System)","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychosocial; Substance use; Psychotherapist; Therapeutic community; Psychology; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0004395939,0.0006726814,0.0009516914,0.001292687,0.001602048,0.0001700287,0.0004224187,0.0007974757,0.00001633671],"category_scores_gemma":[0.00006332114,0.0006514647,0.0007520554,0.0005647857,0.000149462,0.001037319,0.00001970621,0.0002949644,0.00001311986],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01947456,"about_ca_system_score_gemma":0.002422002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001704981,"about_ca_topic_score_gemma":0.009755506,"domain_scores_codex":[0.9961915,0.000742953,0.0004566379,0.0007130217,0.001527137,0.0003687275],"domain_scores_gemma":[0.9927934,0.00121444,0.0008705389,0.000380425,0.004540592,0.0002005764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.1495721,0.003859706,0.06176298,0.01432368,0.034762,0.003190065,0.06327798,0.0001882029,0.04502383,0.5754838,0.04656988,0.0019858],"study_design_scores_gemma":[0.06575181,0.003377979,0.05074402,0.03149919,0.01149443,0.0006934818,0.73069,0.001854771,0.0182204,0.0005150906,0.07943188,0.005726924],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9062158,0.0006245797,0.003773005,0.001529462,0.007975531,0.007967651,0.004044903,0.001518677,0.06635042],"genre_scores_gemma":[0.8782802,0.00008400088,0.0003289248,0.00002293228,0.0004205625,0.00001274092,0.009763234,0.00006423213,0.1110232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.667412,"threshold_uncertainty_score":0.9996977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03569070604468836,"score_gpt":0.2558611568445397,"score_spread":0.2201704507998513,"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."}}