{"id":"W4392592923","doi":"10.14283/jfa.2024.26","title":"Teaching Frailty to Medical Residents: A Needs Assessment Among Geriatrics Faculty","year":2024,"lang":"en","type":"article","venue":"The Journal of Frailty & Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Conestoga Meat Packers (Canada)","funders":"","keywords":"Geriatrics; Accreditation; Graduate medical education; Curriculum; Medical education; Metropolitan area; Medicine; Family medicine; MEDLINE; Psychology; Gerontology; 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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004811074,0.0003373308,0.0006260461,0.0007047279,0.0002710687,0.0002077892,0.0007736983,0.0001904297,0.0005531579],"category_scores_gemma":[0.00195797,0.0002148445,0.0003368598,0.0008305887,0.0001309621,0.0004936953,0.0003114034,0.002887529,0.0000745643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005406089,"about_ca_system_score_gemma":0.0009170814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008344864,"about_ca_topic_score_gemma":0.00007624525,"domain_scores_codex":[0.9951832,0.0003605375,0.001146488,0.0002448402,0.002483527,0.0005814296],"domain_scores_gemma":[0.9972268,0.0007625318,0.0003035097,0.0005208735,0.0002783021,0.0009079942],"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":[0.000640523,0.0007684957,0.06161771,0.00146669,0.00288274,0.006540634,0.06968185,0.0009644362,0.02051458,0.00174598,0.4250777,0.4080987],"study_design_scores_gemma":[0.00763546,0.002540261,0.6846276,0.02015766,0.003233548,0.0141348,0.01250785,0.013225,0.002407826,0.00244941,0.2355548,0.001525819],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9016614,0.001516167,0.02085247,0.06979893,0.001708233,0.0004110957,0.00001470382,0.000154687,0.003882298],"genre_scores_gemma":[0.9860898,0.0001595126,0.00435437,0.003030373,0.002246294,0.000005870204,0.000008531512,0.00007768099,0.00402759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6230099,"threshold_uncertainty_score":0.9994128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03620069977885943,"score_gpt":0.3722783856960558,"score_spread":0.3360776859171963,"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."}}