{"id":"W3152214315","doi":"10.1177/00912174211007675","title":"Integration of mental health comorbidity in medical specialty programs in 20 countries","year":2021,"lang":"en","type":"article","venue":"The International Journal of Psychiatry in Medicine","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Specialty; Mental health; Medicine; Curriculum; Family medicine; Content analysis; Medical education; Comorbidity; Psychology; Psychiatry; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002088533,0.0001052944,0.0003617947,0.0002760417,0.00002765938,0.000008217368,0.0004505779,0.00006791153,0.001897913],"category_scores_gemma":[0.00007928172,0.00006768541,0.00004923133,0.0002964964,0.0001520069,0.0000951589,0.00003829406,0.0004789419,0.000005467813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002900739,"about_ca_system_score_gemma":0.0003387944,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001582538,"about_ca_topic_score_gemma":0.04439589,"domain_scores_codex":[0.99722,0.0003018227,0.001228065,0.0001234938,0.0009484461,0.0001781908],"domain_scores_gemma":[0.9989867,0.000129453,0.0005565485,0.0001146169,0.0001326558,0.00008003496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001954277,0.003053098,0.8428745,0.00008117518,0.0001388792,0.0004411018,0.01620354,0.00000684824,0.00005674179,0.02434874,0.01698411,0.09385699],"study_design_scores_gemma":[0.02017196,0.001899965,0.9116557,0.007961948,0.00002245753,0.001180563,0.03336092,0.0001549764,0.0001237287,0.01503169,0.008238626,0.000197427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8232081,0.00381843,0.00003727353,0.1642735,0.006881692,0.0002013819,0.000008355083,0.000002461107,0.001568844],"genre_scores_gemma":[0.9946731,0.001478367,0.000262067,0.00241097,0.0009978313,0.000007160488,0.00005303433,0.000007106512,0.0001103509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.171465,"threshold_uncertainty_score":0.9990145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05552071146089122,"score_gpt":0.4326369557058701,"score_spread":0.3771162442449789,"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."}}