{"id":"W1975558125","doi":"10.1176/appi.ap.31.2.89","title":"Psychiatric Organizations: Influencing Professional Development","year":2007,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton; St. Joseph's Hospital; McMaster University","funders":"","keywords":"Professional development; Psychology; Medical education; Professional association; MEDLINE; Medicine; Public relations; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002498605,0.0001032087,0.0001063303,0.0001833329,0.001027898,0.00001855711,0.0006054971,0.0002983038,0.0003839403],"category_scores_gemma":[0.0002556641,0.0001022495,0.00002717764,0.001231787,0.000151874,0.0002251582,0.0000843227,0.0005766811,0.0002570962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001441699,"about_ca_system_score_gemma":0.001332935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007895641,"about_ca_topic_score_gemma":0.0002878325,"domain_scores_codex":[0.9980435,0.00005849543,0.0003222304,0.0002180531,0.0009198264,0.0004378639],"domain_scores_gemma":[0.9993125,0.0000750375,0.0001177088,0.0001141404,0.00015267,0.0002279414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001810632,0.00006761442,0.8081115,0.00002333876,0.00002337971,0.000001890978,0.02587861,0.000002296902,0.00004288154,0.05923986,0.09719777,0.009392754],"study_design_scores_gemma":[0.0005919762,0.00001970974,0.2145105,0.0001275325,0.00003569769,0.000003861016,0.07633335,0.000001082897,0.00005348302,0.006761051,0.7012416,0.0003201747],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9179865,0.001941566,0.001501333,0.01022271,0.01432178,0.0003128342,0.000001796986,0.0002694437,0.05344209],"genre_scores_gemma":[0.9647024,0.0002983041,0.009732564,0.01241376,0.003192189,0.000005960313,0.00001877902,0.00002222383,0.009613782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6040438,"threshold_uncertainty_score":0.7905864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01389151758938683,"score_gpt":0.3204973665937413,"score_spread":0.3066058490043545,"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."}}