{"id":"W4390193293","doi":"10.1002/alz.078641","title":"Longitudinal associations between mild behavioral impairment, sleep disturbance, and progression to dementia","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"","keywords":"Dementia; Sleep disorder; Hazard ratio; Sleep (system call); Longitudinal study; Proportional hazards model; Psychology; Cognition; Medicine; Clinical psychology; Psychiatry; Disease; Internal medicine; Confidence interval","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001737671,0.0001890859,0.0002726974,0.0008728136,0.0003650615,0.0005557803,0.000340454,0.000268182,0.001579678],"category_scores_gemma":[0.004303287,0.000199235,0.0006016063,0.0009641691,0.0001731981,0.0004268336,0.0004534266,0.0006754629,0.0001836029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003158179,"about_ca_system_score_gemma":0.0005836363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01339425,"about_ca_topic_score_gemma":0.01269762,"domain_scores_codex":[0.9994277,0.0001765357,0.00008304927,0.0001320342,0.0001064309,0.00007423029],"domain_scores_gemma":[0.9968755,0.0006146885,0.001315539,0.000222042,0.0005261248,0.0004461535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005869912,0.00001353677,0.9990497,0.000006092137,0.00006233365,0.000007548398,0.00001294853,0.00002470834,0.0000240152,0.000005326803,0.00005047851,0.0006845676],"study_design_scores_gemma":[0.000003098846,0.00004444643,0.9996606,0.000004193227,0.00002641926,0.00002578758,0.00001853678,0.000122685,0.00001797647,0.00001324281,0.00006157567,0.000001283926],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995895,0.001197236,0.0002560172,0.0001391072,0.00001488297,0.00001656989,0.001950486,0.00001149599,0.000519181],"genre_scores_gemma":[0.9978719,0.0002774085,0.0001680435,0.00003617783,0.00001826222,0.00001775955,0.001362185,0.000001701151,0.0002465137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01339425,"threshold_uncertainty_score":0.02663255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06141796368685358,"score_gpt":0.3806362618502573,"score_spread":0.3192182981634037,"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."}}