{"id":"W4407011562","doi":"10.1002/9781394182176.ch8","title":"Educating a Workforce for Dental Geriatrics","year":2025,"lang":"en","type":"other","venue":"","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Geriatrics; Workforce; Geriatric care; Medicine; Gerontology; Medical education; Nursing; Family 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":[0.0100811,0.0005736727,0.0004956833,0.001702657,0.007572675,0.006186795,0.001680554,0.006203726,0.03901068],"category_scores_gemma":[0.01784732,0.0006540508,0.0008497292,0.0008083393,0.002496921,0.006988342,0.01731954,0.008106147,0.01559253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003940143,"about_ca_system_score_gemma":0.0436262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005117816,"about_ca_topic_score_gemma":0.01316037,"domain_scores_codex":[0.9941674,0.001526237,0.0002163765,0.0003421136,0.001700092,0.002047649],"domain_scores_gemma":[0.9735575,0.001129486,0.001078626,0.0005144541,0.003445265,0.02027466],"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":[0.00004444353,0.00138273,0.0158208,0.0007430629,0.00001859047,0.001002955,0.0256939,0.0001984269,0.001920045,0.01437018,0.646741,0.2920639],"study_design_scores_gemma":[0.00004211283,0.0003495669,0.007545704,0.001661011,0.0000116613,0.000960177,0.03931014,0.000181314,0.0002384971,0.01044826,0.9392098,0.00004169777],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0602941,0.01306666,0.004982203,0.788319,0.0157964,0.0008455253,0.0002872333,0.0004396816,0.1159692],"genre_scores_gemma":[0.2399413,0.0354541,0.03458541,0.4408763,0.006885707,0.002143392,0.0008598933,0.0002808822,0.238973],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03901068,"threshold_uncertainty_score":0.1305037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.099774249760074,"score_gpt":0.5601618008491646,"score_spread":0.4603875510890906,"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."}}