{"id":"W4223484685","doi":"10.3233/jad-220211","title":"Now is the Time to Improve Cognitive Screening and Assessment for Clinical and Research Advancement","year":2022,"lang":"en","type":"article","venue":"Journal of Alzheimer s Disease","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Cognition; Cognitive Assessment System; Cognitive impairment; Montreal Cognitive Assessment; Screening test","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.100086,0.001556204,0.002285517,0.005227403,0.002212164,0.007651433,0.003786135,0.007890364,0.02606126],"category_scores_gemma":[0.1695748,0.0006833985,0.002034417,0.003190399,0.005116789,0.01956124,0.005698989,0.01160648,0.01243741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005005185,"about_ca_system_score_gemma":0.01976753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01112193,"about_ca_topic_score_gemma":0.01353931,"domain_scores_codex":[0.9810103,0.007359225,0.003632106,0.001512879,0.005359071,0.001126454],"domain_scores_gemma":[0.6661525,0.1092968,0.01360781,0.02898424,0.1615406,0.02041812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001679118,0.0003040577,0.009085365,0.001107002,0.00008694444,0.0001096657,0.0003827092,0.0002714051,0.0008203213,0.01750882,0.271053,0.6991029],"study_design_scores_gemma":[0.0001481615,0.0004838189,0.02795675,0.003650278,0.0001652366,0.000919081,0.001791178,0.00115346,0.0009217143,0.04679253,0.9157578,0.0002599666],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002706772,0.06357196,0.03028053,0.8692173,0.02397845,0.0002164772,0.0004977658,0.001439211,0.00809156],"genre_scores_gemma":[0.06773873,0.1340083,0.2873328,0.4392503,0.05447329,0.001052973,0.002603602,0.0008170282,0.01272304],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.100086,"threshold_uncertainty_score":0.5293119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1064802964970955,"score_gpt":0.4880076746309416,"score_spread":0.3815273781338462,"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."}}