{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001050348,0.00009483042,0.000364893,0.00009781092,0.00006100099,0.000002573557,0.000196537,0.00003220222,0.00005000363],"category_scores_gemma":[0.0002352296,0.00007283963,0.0001433115,0.0005091067,0.00007533414,0.00002842119,0.0003642724,0.0001791224,6.79612e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006001876,"about_ca_system_score_gemma":0.000464837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007274501,"about_ca_topic_score_gemma":0.00002566261,"domain_scores_codex":[0.9979283,0.0002094044,0.0006819248,0.0001767905,0.0008321698,0.0001714433],"domain_scores_gemma":[0.9980019,0.0001859143,0.0005628849,0.0003323546,0.0008728605,0.00004411455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.02719193,0.009572202,0.06517105,0.004095299,0.00135132,0.00006062247,0.01636996,0.001365958,0.8316292,0.001351254,0.004557208,0.03728399],"study_design_scores_gemma":[0.06277024,0.01555168,0.1725091,0.0003017959,0.00151967,0.00004670023,0.04454724,0.01726464,0.679636,0.003063235,0.001946321,0.0008433242],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933613,0.0001303318,0.0001559374,0.0006708822,0.0000733402,0.0008216116,0.0007972501,0.000007909726,0.003981418],"genre_scores_gemma":[0.9988952,0.00003055624,0.0001366274,0.0004015275,0.00001500335,0.00003857294,0.00003449284,0.000009431395,0.0004385959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1519932,"threshold_uncertainty_score":0.2970314,"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."}}