{"id":"W4254939883","doi":"10.1093/geront/gnw162.1175","title":"COGNITIVE IMPAIRMENT DETECTION & EARLIER DIAGNOSIS OF DEMENTIA: THE KAER PROCESS APPLIED TO PRACTICE","year":2016,"lang":"en","type":"article","venue":"The Gerontologist","topic":"Nuclear Physics and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Dementia; Cognitive impairment; Cognition; Psychology; Process (computing); Medicine; Computer science; Psychiatry; Internal medicine; Disease","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":[0.01282377,0.0003452682,0.0008217487,0.003493747,0.001715152,0.00207612,0.0009504805,0.0008753033,0.002967536],"category_scores_gemma":[0.03285431,0.0003402572,0.001219889,0.001450056,0.001002086,0.002522169,0.004831984,0.001926256,0.0008595679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001633339,"about_ca_system_score_gemma":0.007440061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006002634,"about_ca_topic_score_gemma":0.02022751,"domain_scores_codex":[0.99367,0.003268516,0.001093873,0.0003895797,0.001220673,0.0003572655],"domain_scores_gemma":[0.9881536,0.004648163,0.002304129,0.0007024992,0.00339459,0.0007969916],"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":[0.000634179,0.003200163,0.2559956,0.001889657,0.0002123582,0.0004393785,0.03166293,0.001295577,0.001051452,0.005568898,0.009942625,0.6881071],"study_design_scores_gemma":[0.0005708335,0.003648127,0.855934,0.002550583,0.0004396192,0.001350424,0.05000583,0.01104484,0.003460524,0.02026243,0.05043461,0.0002982359],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8649728,0.002470426,0.03295625,0.01372808,0.0006147368,0.02473178,0.001340687,0.0006641789,0.05852103],"genre_scores_gemma":[0.8260497,0.001840726,0.1516781,0.00137482,0.0001113219,0.01191018,0.0004833979,0.00005061404,0.006501204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01282377,"threshold_uncertainty_score":0.06781936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01935562604837138,"score_gpt":0.3032780818036119,"score_spread":0.2839224557552406,"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."}}