{"id":"W4206929580","doi":"10.3233/jad-215242","title":"Toward Pre-Diagnostic Detection of Dementia in Primary Care","year":2022,"lang":"en","type":"article","venue":"Journal of Alzheimer s Disease","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Neurocognitive; Cognition; Psychology; Audiology; Clinical psychology; Neuroimaging; California Verbal Learning Test; Verbal learning; Medicine; Internal medicine; Psychiatry; Disease","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":[0.006795356,0.0004868282,0.000535887,0.001355334,0.0008059791,0.001883024,0.0007746406,0.001105662,0.001405287],"category_scores_gemma":[0.02861203,0.0003045279,0.0005491826,0.0005160224,0.000511281,0.000840587,0.001362352,0.00156399,0.0005428515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001117174,"about_ca_system_score_gemma":0.002444217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01273902,"about_ca_topic_score_gemma":0.01890178,"domain_scores_codex":[0.9974794,0.001544951,0.000146315,0.0002423887,0.0003800342,0.0002070186],"domain_scores_gemma":[0.9889899,0.005597257,0.001999119,0.0005518423,0.001776241,0.00108555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000169376,0.0002509071,0.9753461,0.00009495111,0.00003679287,0.0001478528,0.0005353206,0.0003343487,0.0002126748,0.00009833388,0.001581318,0.02119201],"study_design_scores_gemma":[0.00004740028,0.0005713436,0.9857761,0.0002933613,0.00008097141,0.0005347606,0.001349675,0.007759746,0.0005355282,0.001203053,0.001830924,0.00001701274],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794041,0.002157574,0.005599774,0.005818584,0.0001489754,0.0003626087,0.0004233743,0.0002238889,0.005861136],"genre_scores_gemma":[0.9947339,0.0002619025,0.003982828,0.0005934722,0.00004587688,0.00006652239,0.0001472561,0.00000388528,0.0001643386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01273902,"threshold_uncertainty_score":0.03593773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01983193979102454,"score_gpt":0.2942732164441326,"score_spread":0.274441276653108,"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."}}