{"id":"W4403629169","doi":"10.1101/2024.10.19.24315107","title":"Early life factors and dementia risk: A study of adverse childhood experiences and later-life cognition and behaviour","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; Ontario Brain Institute; University of Calgary","funders":"","keywords":"Dementia; Cognition; Adverse Childhood Experiences; Psychology; Developmental psychology; Medicine; Gerontology; Psychiatry; Disease; Mental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001257019,0.0004804413,0.0004549384,0.0008457869,0.001005152,0.001035198,0.000528702,0.0008495674,0.002209472],"category_scores_gemma":[0.002574612,0.0004688654,0.001068798,0.001428863,0.0004045097,0.0006906728,0.001145689,0.001078647,0.0002577822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006918032,"about_ca_system_score_gemma":0.0008056842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03054864,"about_ca_topic_score_gemma":0.02871682,"domain_scores_codex":[0.9993668,0.0002333877,0.00005549194,0.0001157514,0.0000712986,0.0001573028],"domain_scores_gemma":[0.998099,0.0003119334,0.0007468471,0.00015546,0.0001557015,0.0005310281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001202773,0.0001080578,0.9982989,0.00001931444,0.0001538585,0.00005354047,0.000219949,0.00002527802,0.00004146004,0.00002459171,0.00006930343,0.0008655414],"study_design_scores_gemma":[0.000005260034,0.0001287916,0.9992771,0.00001407117,0.00003527733,0.00006480806,0.0002861446,0.00005600556,0.00001580168,0.00001954368,0.0000941163,0.0000031133],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986594,0.0006172831,0.00006093816,0.00005174828,0.000007341909,0.0000156549,0.000346307,0.000001672974,0.0002396335],"genre_scores_gemma":[0.9989914,0.0002759363,0.0001241816,0.00003229842,0.00001171178,0.000026305,0.0002922164,0.000001347333,0.000244657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03054864,"threshold_uncertainty_score":0.06074166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02567823383528848,"score_gpt":0.2896365080355026,"score_spread":0.2639582742002141,"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."}}