{"id":"W2981517767","doi":"10.1186/s12913-019-4510-6","title":"An audit of dementia education and training in UK health and social care: a comparison with national benchmark standards","year":2019,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research; Department of Health and Social Care; Alzheimer Society","keywords":"Dementia; Audit; Medicine; Nursing; Workforce; Health care; Nursing research; Medical education","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00342574,0.000103951,0.000355932,0.0004878712,0.0002259713,0.00004980254,0.00009033769,0.00005368599,0.0001141365],"category_scores_gemma":[0.00001657081,0.00009135612,0.00001529291,0.0004636115,0.0001119418,0.000140156,0.00006167729,0.000335447,0.000002037685],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003768515,"about_ca_system_score_gemma":0.01235581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00155362,"about_ca_topic_score_gemma":0.003723399,"domain_scores_codex":[0.9964321,0.000515815,0.0003710972,0.0003566645,0.001779388,0.0005449399],"domain_scores_gemma":[0.9984347,0.0001324042,0.0001173919,0.0001160955,0.0008633975,0.000335959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007426305,0.0002704731,0.9153242,0.006000518,0.00002448391,5.358355e-7,0.04147337,8.954411e-7,0.00006923163,0.0002880918,0.00006600866,0.03573957],"study_design_scores_gemma":[0.002264891,0.003490166,0.8551738,0.0006788709,0.000004618532,0.000005543377,0.1360811,0.000606523,0.00002995775,0.00008333553,0.001513007,0.00006816455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926214,0.003130334,0.00002517939,0.0009891187,0.00002443031,0.001411849,0.0000374882,0.000008037152,0.001752137],"genre_scores_gemma":[0.9979419,0.0001973313,0.0008529483,0.000571784,0.00007079314,0.0000720882,0.0002358949,0.00001345329,0.00004384098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09460771,"threshold_uncertainty_score":0.9932432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04304068510559863,"score_gpt":0.4708047475293279,"score_spread":0.4277640624237293,"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."}}