{"id":"W4244276375","doi":"10.1093/arclin/acy052","title":"Population Health Solutions for Assessing Cognitive Impairment in Geriatric Patients","year":2018,"lang":"en","type":"article","venue":"Archives of Clinical Neuropsychology","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schwartz/Reisman Emergency Medicine Institute; Canadian Association of Emergency Physicians","funders":"","keywords":"Summit; Dementia; Cognition; Context (archaeology); Gerontology; Health care; Population; Cognitive decline; Neuropsychology; Psychology; Medicine; Psychiatry; Political science; Environmental health","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":[0.06776413,0.00108165,0.0007306948,0.002766787,0.004270844,0.004097893,0.003092668,0.004685608,0.00685617],"category_scores_gemma":[0.07244627,0.0005283537,0.001668244,0.001133273,0.001680341,0.003476195,0.01846977,0.00933355,0.00240382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005766668,"about_ca_system_score_gemma":0.02296536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009559706,"about_ca_topic_score_gemma":0.03091053,"domain_scores_codex":[0.9795064,0.01176769,0.002047584,0.0007426636,0.003929751,0.002005946],"domain_scores_gemma":[0.9663917,0.009853754,0.003298838,0.001830812,0.01076375,0.007861082],"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":[0.00021611,0.0009750447,0.03757353,0.001260504,0.0001345956,0.0005230838,0.00991622,0.0006478053,0.0008073613,0.009295575,0.568199,0.3704512],"study_design_scores_gemma":[0.0004340686,0.00100632,0.0658398,0.006600454,0.0001424096,0.0006272136,0.01881676,0.001437397,0.0009940934,0.02946194,0.8744375,0.0002020829],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02953149,0.01638068,0.02677425,0.8485495,0.01619297,0.009865543,0.002851374,0.0008408811,0.04901329],"genre_scores_gemma":[0.300777,0.03231712,0.2412535,0.3373162,0.01827374,0.03878464,0.008722974,0.000383303,0.02217162],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06776413,"threshold_uncertainty_score":0.3583753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08770050751946253,"score_gpt":0.4910499004128167,"score_spread":0.4033493928933542,"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."}}