{"id":"W3112538355","doi":"10.2196/17332","title":"Electronic Cognitive Screen Technology for Screening Older Adults With Dementia and Mild Cognitive Impairment in a Community Setting: Development and Validation Study","year":2020,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Saint Louis University","keywords":"Dementia; Cognition; Cognitive test; Logistic regression; Cohort; Cognitive decline; Medicine; Psychology; Audiology; Gerontology; Psychiatry; Disease; Internal medicine","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":[0.0165825,0.0009490692,0.0006850274,0.001282724,0.0007209771,0.0009056308,0.0009742592,0.000830633,0.0008177766],"category_scores_gemma":[0.01861956,0.0004523478,0.001171203,0.0007016199,0.0006496215,0.001008315,0.00114483,0.0006781979,0.0004324229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000961879,"about_ca_system_score_gemma":0.002682399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009477316,"about_ca_topic_score_gemma":0.01208342,"domain_scores_codex":[0.9956601,0.002023286,0.0004078553,0.000349402,0.001293984,0.00026536],"domain_scores_gemma":[0.9888229,0.002991882,0.001238925,0.0008671375,0.005108873,0.0009702898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00339812,0.02285407,0.8896689,0.0006740075,0.0004682977,0.0006241423,0.004876845,0.0007637422,0.002734744,0.0002458099,0.00111174,0.07257964],"study_design_scores_gemma":[0.001448123,0.03283718,0.9533613,0.0003167737,0.0005701383,0.0007436388,0.002380738,0.004230535,0.001575094,0.0001081816,0.002362209,0.00006605869],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954135,0.0001227487,0.0008137159,0.00003278808,0.00001151464,0.002734043,0.000223832,0.00001581927,0.0006320333],"genre_scores_gemma":[0.983733,0.0005222627,0.009617648,0.0001627571,0.00002215835,0.00396648,0.001240218,0.00001244245,0.0007230106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0165825,"threshold_uncertainty_score":0.08769768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04863442686392791,"score_gpt":0.4014997417501619,"score_spread":0.352865314886234,"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."}}