{"id":"W4399723405","doi":"10.32920/26052856","title":"Recovery Within a Community-based Residential Treatment for Substance Use Problems: Program Theory Development and the Impact of COVID-19","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Regina","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Substance use; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychology; Virology; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02189324,0.000562315,0.0004404014,0.003007716,0.006442246,0.009023588,0.003644343,0.001839594,0.002218511],"category_scores_gemma":[0.01243937,0.0005821313,0.0005418269,0.00199136,0.01856012,0.00645616,0.006569541,0.004487894,0.0001942798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02144224,"about_ca_system_score_gemma":0.03151786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01306692,"about_ca_topic_score_gemma":0.01817925,"domain_scores_codex":[0.9839838,0.01328133,0.000290836,0.0006064457,0.001009245,0.0008284625],"domain_scores_gemma":[0.9819716,0.01490247,0.0007716853,0.0003963777,0.001070929,0.0008869473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006405303,0.001559627,0.01379584,0.001842087,0.00004891932,0.0005065164,0.5001723,0.00234295,0.0003418226,0.4006666,0.002244937,0.07641432],"study_design_scores_gemma":[0.0001014529,0.0007152705,0.01207661,0.005350187,0.0000923816,0.0002788273,0.847254,0.01112732,0.0007070533,0.09344344,0.0287867,0.0000667088],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7630071,0.00482158,0.05734468,0.05125649,0.0002727873,0.00527049,0.0001842467,0.00006856948,0.117774],"genre_scores_gemma":[0.9591948,0.003917221,0.03099301,0.001350502,0.00002762641,0.002813905,0.00008137195,0.00002331216,0.001598135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02189324,"threshold_uncertainty_score":0.155575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1890710980319459,"score_gpt":0.4794473394116911,"score_spread":0.2903762413797452,"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."}}