{"id":"W2070353580","doi":"10.4103/0019-5545.69213","title":"Psychiatrists and neuroscientists of Indian origin in Canada: Glimpses","year":2010,"lang":"en","type":"article","venue":"Indian Journal of Psychiatry","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Lawson Health Research Institute","funders":"","keywords":"Mental health; Excellence; Psychiatry; Specialty; Face (sociological concept); Psychology; Work (physics); Medicine; Medical education; Sociology; Political science; Social science","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":[0.0001676959,0.000125774,0.000310021,0.0003248088,0.00003413698,0.00001083372,0.0001115208,0.00006910279,0.00004472854],"category_scores_gemma":[0.00002610995,0.0001027923,0.00007795783,0.000264697,0.00006634118,0.00007384766,0.000007835536,0.0005042439,0.000001220911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005591982,"about_ca_system_score_gemma":0.003179258,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08541254,"about_ca_topic_score_gemma":0.9010854,"domain_scores_codex":[0.9988664,0.00002743626,0.0004820254,0.0001310216,0.0002851447,0.0002079127],"domain_scores_gemma":[0.999167,0.00002133879,0.0003012387,0.0001719296,0.00006193962,0.0002765366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008614645,0.0002352885,0.9941333,0.00009894429,0.00004111437,0.0001690256,0.000304524,6.234266e-7,0.000355685,0.000113063,0.0005015816,0.003960724],"study_design_scores_gemma":[0.002445573,0.0003443759,0.992035,0.0001176916,0.00005402215,0.002694414,0.0002902308,0.000001337644,0.0003347375,0.0004002289,0.001195999,0.00008633228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913703,0.002341465,0.000002517791,0.002037938,0.003879394,0.0001120732,0.00001735149,0.00000232987,0.0002366303],"genre_scores_gemma":[0.9977404,0.00009443761,0.00174273,0.0001739979,0.0002147473,8.615953e-7,0.000001349346,0.00001386002,0.00001763882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8156728,"threshold_uncertainty_score":0.9206778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006051838291733917,"score_gpt":0.248575835883321,"score_spread":0.2425239975915871,"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."}}