{"id":"W3047269296","doi":"10.1002/dad2.12098","title":"FLAME: A computerized neuropsychological composite for trials in early dementia","year":2020,"lang":"en","type":"article","venue":"Alzheimer s & Dementia Diagnosis Assessment & Disease Monitoring","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute for Health and Care Research","keywords":"Dementia; Neuropsychology; Psychiatry; Psychology; Library science; Medicine; Gerontology; Cognition; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001580427,0.0005531028,0.001280556,0.0002799506,0.0002423608,0.0003651208,0.0004083619,0.0001105745,0.0003491692],"category_scores_gemma":[0.0003578205,0.0005162915,0.0007385531,0.0005690134,0.0001013835,0.0003741812,0.0003369001,0.0004323676,0.00005353547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000051672,"about_ca_system_score_gemma":0.0001940909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003437881,"about_ca_topic_score_gemma":8.904898e-7,"domain_scores_codex":[0.9943424,0.0008758362,0.001490964,0.0011876,0.001083808,0.001019427],"domain_scores_gemma":[0.996855,0.0009173456,0.000368903,0.0004367112,0.0002659695,0.001156117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001927557,0.001908411,0.9592164,0.0001135488,0.006121849,0.0003263624,0.00009897314,0.00001744594,0.005499437,0.00005516854,0.001231082,0.02348373],"study_design_scores_gemma":[0.009383425,0.001190074,0.96797,0.0002685616,0.01101009,0.000001669075,0.00007147778,0.0009535527,0.005334573,0.00008148358,0.003274105,0.0004610239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735447,0.009495109,0.004988871,0.006013273,0.0007385449,0.004719007,0.00008940333,0.0002088815,0.0002022056],"genre_scores_gemma":[0.9849308,0.0006999017,0.007888176,0.001438013,0.0009132427,0.003846939,0.0001919337,0.00008694379,0.0000040901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02302271,"threshold_uncertainty_score":0.9997289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.119872594560434,"score_gpt":0.4157503384526211,"score_spread":0.2958777438921871,"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."}}