{"id":"W4205575674","doi":"10.1002/alz.058718","title":"Dementia detection from brain activity during sleep","year":2021,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Clinical Dementia Rating; Electroencephalography; Audiology; Logistic regression; Montreal Cognitive Assessment; Binary classification; Psychology; Cognition; Psychiatry; Medicine; Disease; Internal medicine; Artificial intelligence; Computer science; Support vector machine","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":[0.0004254573,0.0005751095,0.0004425149,0.001779657,0.0002066545,0.0005032904,0.000189604,0.0002723446,0.0008128486],"category_scores_gemma":[0.001525391,0.0001043852,0.000473524,0.0006525758,0.00008823104,0.0002156673,0.0003212249,0.0002279726,0.0004018471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000197429,"about_ca_system_score_gemma":0.0003111043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006198495,"about_ca_topic_score_gemma":0.01048817,"domain_scores_codex":[0.9998358,0.00003458227,0.00001995785,0.00004930916,0.00003334415,0.000026978],"domain_scores_gemma":[0.9993969,0.0001808733,0.0001555824,0.00003514981,0.0001734204,0.00005796832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001110782,0.0002964198,0.7370245,0.0004478615,0.0004146509,0.0003863536,0.0001219817,0.009046705,0.01512135,0.0001425102,0.004656631,0.2312303],"study_design_scores_gemma":[0.00003994567,0.0003240341,0.8918123,0.0001408459,0.0001607006,0.0008260378,0.000133687,0.09867708,0.005100521,0.000806502,0.001949358,0.00002910414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759173,0.002027569,0.0144621,0.0001648008,0.0000522304,0.00008240868,0.005332902,0.0003885172,0.001572187],"genre_scores_gemma":[0.9872878,0.0005097996,0.005943474,0.00003758545,0.00004903254,0.0000422853,0.005623448,0.000008863091,0.0004976671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006198495,"threshold_uncertainty_score":0.01232481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02878180174969129,"score_gpt":0.2637857336972984,"score_spread":0.235003931947607,"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."}}