{"id":"W2158322307","doi":"10.1176/appi.ap.12020028","title":"Why I Like Being an Academic Psychiatrist","year":2012,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Psychology; Medical education; MEDLINE; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.006125221,0.000565182,0.001045976,0.001568484,0.01466848,0.01051269,0.001996081,0.01160654,0.0248316],"category_scores_gemma":[0.03909431,0.0005768088,0.001542441,0.001112204,0.01018831,0.005981192,0.005329106,0.01713965,0.01020202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006301877,"about_ca_system_score_gemma":0.0126442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01122126,"about_ca_topic_score_gemma":0.02948691,"domain_scores_codex":[0.9881463,0.003311719,0.0004080021,0.0007737891,0.003457817,0.003902328],"domain_scores_gemma":[0.9101026,0.003946541,0.004793642,0.0008027728,0.01222862,0.06812581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001394663,0.000257967,0.0359315,0.0004758374,0.0002059611,0.002491646,0.01763098,0.00009299776,0.0007781998,0.00603993,0.9080409,0.02791473],"study_design_scores_gemma":[0.0002269928,0.0003985738,0.0471016,0.003040426,0.000233078,0.02046703,0.2784085,0.0002090421,0.0004758644,0.01793538,0.6311432,0.0003603222],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02766174,0.006108687,0.0004620468,0.9090341,0.02760845,0.00004442725,0.0001163991,0.00008287923,0.02888128],"genre_scores_gemma":[0.2505181,0.006305742,0.001543102,0.6981252,0.0111088,0.00008899171,0.0001554083,0.000143764,0.03201092],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0248316,"threshold_uncertainty_score":0.08306998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03025740522142317,"score_gpt":0.3386369377194127,"score_spread":0.3083795324979895,"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."}}