{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01909542,0.0007776475,0.0007869285,0.002339855,0.006066874,0.005427857,0.006620057,0.006894978,0.02388417],"category_scores_gemma":[0.03604634,0.0006785079,0.002549874,0.001450471,0.002888293,0.003725372,0.01604642,0.01118924,0.005430298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009154152,"about_ca_system_score_gemma":0.1026309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02612248,"about_ca_topic_score_gemma":0.1159469,"domain_scores_codex":[0.9792277,0.006823175,0.0009709296,0.0008823628,0.003189518,0.008906327],"domain_scores_gemma":[0.9077286,0.004865177,0.005222324,0.00304131,0.0122973,0.06684534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000396378,0.006470567,0.04064426,0.002751133,0.0001576587,0.0008398973,0.002263114,0.0006112142,0.001506012,0.006176037,0.4552423,0.4829414],"study_design_scores_gemma":[0.001769647,0.005442014,0.2952259,0.006497329,0.0001518764,0.000839001,0.01731468,0.0009214948,0.001964965,0.005284849,0.6642272,0.0003610467],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1468358,0.01319635,0.00884798,0.6830673,0.01920387,0.01204157,0.0008445898,0.002410084,0.1135525],"genre_scores_gemma":[0.5701401,0.01314205,0.04265006,0.2831869,0.006669815,0.00753779,0.001714926,0.0002879585,0.07467029],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02612248,"threshold_uncertainty_score":0.1009874,"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."}}