{"id":"W4399303093","doi":"10.5770/cgj.27.733","title":"Subspecialty Selection and Fellowship Training Satisfaction among American and Canadian Geriatric Psychiatry Fellows","year":2024,"lang":"en","type":"article","venue":"Canadian Geriatrics Journal","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital; Ste. Anne's Hospital","funders":"U.S. Department of Veterans Affairs","keywords":"Subspecialty; Medicine; Geriatric psychiatry; Geriatrics; Family medicine; Residency training; Psychiatry; Medical education; Gerontology; Continuing education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009948721,0.0002481214,0.0003009487,0.002031402,0.0009279741,0.000587092,0.0001333718,0.0002624844,0.0005902672],"category_scores_gemma":[0.00007186946,0.0002630616,0.00007896128,0.001162567,0.0002266255,0.0002346579,0.00001221551,0.001252038,0.00006067637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007524167,"about_ca_system_score_gemma":0.002892827,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7723103,"about_ca_topic_score_gemma":0.98594,"domain_scores_codex":[0.9975504,0.0002772376,0.0003547862,0.0005042898,0.0001922588,0.001121058],"domain_scores_gemma":[0.9973534,0.0001097906,0.0001026889,0.0001520286,0.00009260375,0.002189445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002847259,0.000008153551,0.684569,0.00003173224,0.0002146962,0.0005428584,0.006447306,0.000007488841,0.000007966856,0.003269658,0.03447259,0.2704],"study_design_scores_gemma":[0.0003704724,0.0001774593,0.9634757,0.00002722126,0.0001000126,0.003346942,0.004995211,0.0004639603,5.202805e-7,0.001088901,0.02556162,0.0003919698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764194,0.006159986,0.0002285449,0.003357274,0.004514214,0.0001903237,0.00003604029,0.00006117289,0.009033049],"genre_scores_gemma":[0.9952968,0.0002456288,0.0004790095,0.0002701041,0.002288817,0.00001295694,0.000007524873,0.00005398141,0.001345124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2789067,"threshold_uncertainty_score":0.9999822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02600285272065076,"score_gpt":0.3049321319858114,"score_spread":0.2789292792651606,"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."}}