{"id":"W4403115225","doi":"10.1007/s40596-024-02053-y","title":"An Online Curriculum for Geriatric Psychiatry Subspecialty Residents","year":2024,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Health and Well-being Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; McMaster University; Memorial University of Newfoundland","funders":"","keywords":"Subspecialty; Curriculum; Geriatric psychiatry; Medical education; Psychiatry; Medicine; Psychology; Family medicine; Pedagogy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008533942,0.000446392,0.0004838529,0.0004233488,0.0003986024,0.00005937608,0.0007185473,0.0007607643,0.0003570248],"category_scores_gemma":[0.00007004796,0.0004118998,0.0002838503,0.0008567144,0.00009984159,0.0002685074,0.00006029787,0.00144,0.0007755071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009417134,"about_ca_system_score_gemma":0.0005517293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003011679,"about_ca_topic_score_gemma":0.0002456353,"domain_scores_codex":[0.996118,0.0001915751,0.001004665,0.00115487,0.000346828,0.001184026],"domain_scores_gemma":[0.9984995,0.0001709359,0.0001873675,0.0006984993,0.00007689029,0.0003667878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001174853,0.0003580802,0.197256,0.000434919,0.0001678545,0.000005688603,0.0008367266,0.000002415917,0.00001790335,0.07841229,0.7105895,0.01180108],"study_design_scores_gemma":[0.002623967,0.0008866145,0.5088662,0.0005973364,0.0003829343,0.0001178073,0.003041482,0.0003162094,0.000003975284,0.09474421,0.3871637,0.001255552],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7701321,0.09414532,0.001024684,0.03483753,0.08963442,0.001526218,0.0004651916,0.001279641,0.006954871],"genre_scores_gemma":[0.8781533,0.004796045,0.01518268,0.02305137,0.06915572,0.0008799274,0.000584556,0.0004719415,0.007724505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3234258,"threshold_uncertainty_score":0.9998333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02915507207461795,"score_gpt":0.38887939244398,"score_spread":0.3597243203693621,"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."}}