{"id":"W4379515535","doi":"10.1080/16066359.2023.2216459","title":"Characteristics of students participating in collegiate recovery programs and the impact of COVID-19: an updated national longitudinal study","year":2023,"lang":"en","type":"article","venue":"Addiction Research & Theory","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse; National Institute on Alcohol Abuse and Alcoholism; Substance Abuse and Mental Health Services Administration","keywords":"Abstinence; Psychology; Longitudinal study; Polysubstance dependence; Population; Demographics; Coronavirus disease 2019 (COVID-19); Mental health; Clinical psychology; Medicine; Substance use; Gerontology; Psychiatry; Demography; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003093206,0.0001486413,0.0003262812,0.001277604,0.001215453,0.00129134,0.0008332922,0.0006155795,0.001165722],"category_scores_gemma":[0.004869321,0.0002663984,0.000425433,0.001218416,0.0003678363,0.001424722,0.001470722,0.001453269,0.0004010618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009534118,"about_ca_system_score_gemma":0.001828524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0294885,"about_ca_topic_score_gemma":0.04755145,"domain_scores_codex":[0.9989722,0.0002328153,0.00008843044,0.0001287876,0.0003029149,0.0002747452],"domain_scores_gemma":[0.9960362,0.0002919756,0.0009086694,0.0002768622,0.0009505802,0.001535677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001698324,0.0001281954,0.996958,0.000005053442,0.000008584136,0.00001803969,0.0004823965,0.000009522381,0.00004809791,0.00002089797,0.0002911406,0.002013012],"study_design_scores_gemma":[0.000002030162,0.0001279983,0.9967514,0.00001518032,0.000006950741,0.00005647263,0.002109741,0.00007689541,0.00003274909,0.00001420492,0.000799344,0.000007181277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981614,0.00009288512,0.0001015442,0.0002054461,0.00001173359,0.00004199116,0.0007905497,0.000004650927,0.0005898873],"genre_scores_gemma":[0.997321,0.0001774476,0.0002651206,0.000144165,0.00001031156,0.00008361951,0.001512319,0.000006083069,0.0004799221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0294885,"threshold_uncertainty_score":0.05863374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2570881414359535,"score_gpt":0.5852898056955297,"score_spread":0.3282016642595761,"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."}}