{"id":"W1748781607","doi":"","title":"Referral Patterns and Training Needs in Psychiatry among Primary Care Physicians in Canadian Rural/Remote Areas.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Primary care; Referral; Medicine; Family medicine; Training (meteorology); Psychiatry; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0006321879,0.000210159,0.0003713963,0.0004218405,0.0002573211,0.0000104389,0.000161593,0.0002865272,0.0000258174],"category_scores_gemma":[0.0000470355,0.0002184886,0.00003375158,0.0004986679,0.00004587226,0.0003064207,0.00006008189,0.0008089605,0.0000141221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001502818,"about_ca_system_score_gemma":0.0003990582,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6210239,"about_ca_topic_score_gemma":0.9264755,"domain_scores_codex":[0.9963399,0.0003215743,0.0005073966,0.0002005673,0.0001754808,0.002455136],"domain_scores_gemma":[0.9986629,0.00008441392,0.0001287922,0.0002589535,0.00003646333,0.0008284942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001408599,0.0000126959,0.8722375,0.0003204867,0.000003664148,0.000002905071,0.02899323,0.000002171579,1.097414e-7,0.0001219904,0.0004626366,0.09782851],"study_design_scores_gemma":[0.0006815077,0.00000754337,0.9330674,0.0007213525,0.000007179601,0.000001077978,0.06158745,0.00001341151,2.188033e-7,0.00006469161,0.003654798,0.0001934027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709367,0.001425138,0.000001357702,0.001871843,0.00162484,0.001701407,0.00004854001,0.0000609519,0.02232926],"genre_scores_gemma":[0.994548,0.00008606197,0.00006560412,0.003691782,0.0005465713,0.0005640599,0.00008933451,0.00004223998,0.0003663126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3054517,"threshold_uncertainty_score":0.8909707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04272194390879405,"score_gpt":0.331831254627747,"score_spread":0.289109310718953,"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."}}