{"id":"W4388565188","doi":"10.1080/07347324.2023.2278532","title":"Recommending Collegiate Recovery Programs to Institutes of Higher Education in Ireland","year":2023,"lang":"en","type":"article","venue":"Alcoholism Treatment Quarterly","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Irish; Medical education; Addiction; Higher education; Population; Medicine; Perspective (graphical); Psychology; Family medicine; Political science; Psychiatry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008307655,0.0002516682,0.000441212,0.0005507282,0.00004816604,0.00002542064,0.00007007092,0.00009183605,0.00005041708],"category_scores_gemma":[0.000006748441,0.000209237,0.0001268548,0.0008462567,0.00002455991,0.000127413,0.00001210381,0.00005994479,0.0003150897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004313733,"about_ca_system_score_gemma":0.0003182325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001194949,"about_ca_topic_score_gemma":0.0001600872,"domain_scores_codex":[0.9986297,0.00004441866,0.0004007852,0.0003793073,0.0001902798,0.0003554383],"domain_scores_gemma":[0.9992545,0.00005562404,0.00009404072,0.000387404,0.00004932217,0.0001591433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005547862,0.005128326,0.2511238,0.0001525641,0.0004696845,0.0001234037,0.008948086,0.00002005683,0.0008931421,0.0008467255,0.005352253,0.7263872],"study_design_scores_gemma":[0.008355411,0.01087277,0.9291226,0.0008178547,0.0003786288,0.00002069307,0.002371643,0.00002315938,0.001027807,0.001011774,0.04558253,0.0004150741],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887546,0.000308769,0.000001192284,0.002798708,0.0009216737,0.001646904,0.00001675887,0.0001412396,0.005410213],"genre_scores_gemma":[0.9865227,0.0001717519,0.0007618993,0.0001929342,0.0001243463,0.0008061554,0.0003633194,0.00003975236,0.01101713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7259721,"threshold_uncertainty_score":0.8532438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03186209491309307,"score_gpt":0.3308306823234295,"score_spread":0.2989685874103365,"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."}}