{"id":"W4408520811","doi":"10.1016/j.puhe.2025.02.008","title":"Early life factors and dementia risk: A study of adverse childhood experiences and later-life cognition and behaviour","year":2025,"lang":"en","type":"article","venue":"Public Health","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Canadian Institutes of Health Research; Hotchkiss Brain Institute","keywords":"Dementia; Cognition; Adverse Childhood Experiences; Psychology; Developmental psychology; Medicine; Gerontology; Psychiatry; Disease; Mental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003394599,0.0001192994,0.0002380611,0.0001654216,0.0001977902,0.0000324682,0.00005540736,0.00005591246,0.0001226869],"category_scores_gemma":[0.00006287666,0.0001013963,0.0000169329,0.0001615452,0.00007630259,0.000142489,0.00005145479,0.0001326162,0.000001503886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006386585,"about_ca_system_score_gemma":0.00009721885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002883958,"about_ca_topic_score_gemma":0.0005197972,"domain_scores_codex":[0.9988362,0.0002017581,0.0003012065,0.000309279,0.00010644,0.0002450737],"domain_scores_gemma":[0.99934,0.00007361055,0.0001433455,0.0001412656,0.00003172971,0.0002700301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001288011,0.000599668,0.8734984,0.00001603214,0.0001306644,8.239197e-7,0.1210707,1.058735e-8,4.29883e-7,0.0001205506,0.0001051211,0.004444616],"study_design_scores_gemma":[0.001929743,0.0004511117,0.9173077,0.00001555588,0.00004918465,0.000001379794,0.08003,9.119026e-7,0.000001783821,0.00002357524,0.0001199034,0.00006909986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997099,0.001093823,0.00001170458,0.000632718,0.0001466073,0.0005348379,0.00002714091,0.0000322552,0.0004218484],"genre_scores_gemma":[0.999363,0.0001270804,0.00001179575,0.0004013891,0.00002140024,0.00004466876,0.000007861221,0.000007062131,0.00001576008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04380929,"threshold_uncertainty_score":0.4359702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03622085356024769,"score_gpt":0.3240851493790832,"score_spread":0.2878642958188355,"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."}}