{"id":"W4210720213","doi":"10.1080/08897077.2021.2010256","title":"Impact of the International Collaborative Addiction Medicine Research Fellowship on Physicians’ Future Engagement in Addiction Research","year":2022,"lang":"en","type":"article","venue":"Substance Abuse","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; British Columbia Centre on Substance Use","funders":"National Institute on Drug Abuse; Canada Research Chairs; National Institutes of Health; Michael Smith Health Research BC","keywords":"Medicine; Interquartile range; Family medicine; Addiction medicine; Confidence interval; Cohort study; Addiction; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03100751,0.0002616946,0.0003582742,0.002031796,0.001504764,0.003136481,0.001537206,0.001127463,0.006356928],"category_scores_gemma":[0.1074155,0.0002617784,0.0004717184,0.001935411,0.001473204,0.002134389,0.005927654,0.001396869,0.0008225497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002370173,"about_ca_system_score_gemma":0.01048227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002510909,"about_ca_topic_score_gemma":0.005791962,"domain_scores_codex":[0.97348,0.01538724,0.001858807,0.001665142,0.004238117,0.0033707],"domain_scores_gemma":[0.771795,0.06079292,0.06508926,0.008757399,0.01393676,0.07962869],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005838887,0.0006298792,0.9068377,0.000501343,0.0001188968,0.000469798,0.004928587,0.0001596584,0.0005288431,0.00109724,0.005125443,0.07901882],"study_design_scores_gemma":[0.0000737413,0.00102887,0.9746097,0.0007241353,0.00006745999,0.001253305,0.006023413,0.0002628273,0.0001991847,0.0005232122,0.01520561,0.00002852012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9565808,0.005287032,0.0008858681,0.02234602,0.0006177294,0.0001506419,0.0006114382,0.0000404017,0.01348007],"genre_scores_gemma":[0.9940105,0.001624236,0.001242258,0.0009789837,0.0006023463,0.0001182207,0.0003020699,0.00001272209,0.00110859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9689925,"threshold_uncertainty_score":0.1639854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6600411669914497,"score_gpt":0.6194042154968311,"score_spread":0.04063695149461855,"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."}}