{"id":"W4306918560","doi":"10.3390/geriatrics7050118","title":"Results of a Continuous Quality Improvement Initiative of the Contemporaneous Model of Service Delivery","year":2022,"lang":"en","type":"article","venue":"Geriatrics","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Research Institute for Aging","funders":"","keywords":"Medicine; Neurocognitive; Service delivery framework; Dementia; Service (business); Delivery system; Healthcare delivery; Behavioral modeling; Service model; Medical emergency; Health care delivery; Health care; Psychiatry; Cognition","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.03973284,0.0006146319,0.0005980141,0.001346253,0.001604337,0.003117953,0.00131757,0.0007681813,0.002240053],"category_scores_gemma":[0.04870181,0.0002411594,0.00128732,0.003396848,0.0009123746,0.001266857,0.002095566,0.001544217,0.0002142889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02927139,"about_ca_system_score_gemma":0.09900804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4641067,"about_ca_topic_score_gemma":0.472894,"domain_scores_codex":[0.9726747,0.009338027,0.001703066,0.001655237,0.01242547,0.002203459],"domain_scores_gemma":[0.9535276,0.007532687,0.005196807,0.002517373,0.0236367,0.007588754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004802851,0.008654524,0.2859008,0.001711529,0.0006542559,0.0000920064,0.004463651,0.006748225,0.00188731,0.007875912,0.03656526,0.6406438],"study_design_scores_gemma":[0.001970221,0.01207965,0.9330195,0.0004978077,0.000510663,0.00007272574,0.003007788,0.0106614,0.001742773,0.0008866346,0.03539147,0.0001594055],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.873209,0.005071692,0.02501929,0.0228631,0.00170399,0.01204909,0.01109822,0.001482687,0.04750283],"genre_scores_gemma":[0.9472879,0.00147765,0.03753318,0.00193472,0.0001745141,0.002626327,0.004543357,0.0000549661,0.00436755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4641067,"threshold_uncertainty_score":0.9228106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04660883121817898,"score_gpt":0.3084263111644275,"score_spread":0.2618174799462485,"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."}}