{"id":"W4400236493","doi":"10.3390/brainsci14070669","title":"Verbal Learning and Memory Deficits across Neurological and Neuropsychiatric Disorders: Insights from an ENIGMA Mega Analysis","year":2024,"lang":"en","type":"article","venue":"Brain Sciences","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Mental Health & Substance Use Services; University of British Columbia; Dalhousie University","funders":"Medical Research and Materiel Command; National Institute on Aging; Sunovion; National Institute of Neurological Disorders and Stroke; National Institute of Mental Health; Helse Sør-Øst RHF; Health Research Council of New Zealand; National Health and Medical Research Council; Servier; Medical Research Council; Canadian Institutes of Health Research; Research Nova Scotia; Horizon 2020 Framework Programme; National Institutes of Health; HORIZON EUROPE Framework Programme; Norges Forskningsråd; Brain Injury Research Center; Ministerio de Ciencia e Innovación; Universitetet i Oslo; Instituto de Salud Carlos III; Helse Midt-Norge; Ministero della Salute; Eunice Kennedy Shriver National Institute of Child Health and Human Development; GlaxoSmithKline; Dalhousie University; Neurological Foundation of New Zealand; Congressionally Directed Medical Research Programs; Centro de Investigación Biomédica en Red de Salud Mental; U.S. Department of Defense; Veski; ZonMw; Sunnaas sykehus HF; Canterbury Medical Research Foundation; Sanofi; Norges Teknisk-Naturvitenskapelige Universitet; University of Otago; “la Caixa” Foundation; Respiratory Health Association; European Commission; Eisai; U.S. Department of Energy; Pfizer; Biogen; Deutsche Forschungsgemeinschaft; U.S. Department of Veterans Affairs; National Center for Research Resources; Fundación Alicia Koplowitz; Dalhousie Medical Research Foundation; National Science Foundation","keywords":"Schizophrenia (object-oriented programming); Depression (economics); Recall; Dementia; Psychology; Verbal memory; Cognition; Psychiatry; Attention deficit hyperactivity disorder; Clinical psychology; Verbal learning; Bipolar disorder; Audiology; Disease; Medicine; Cognitive psychology; Internal medicine","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":[0.000473279,0.0001173452,0.000185827,0.0002617831,0.0003762015,0.0003816348,0.0001016443,0.00004571754,0.0001485907],"category_scores_gemma":[0.0002642057,0.00008021437,0.00005831546,0.001454146,0.0005382124,0.0002719165,0.0001238083,0.0002255417,0.000007815877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004188219,"about_ca_system_score_gemma":0.00005127539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001093954,"about_ca_topic_score_gemma":0.0001519149,"domain_scores_codex":[0.9982684,0.0002164306,0.0001410655,0.0006299851,0.0004593397,0.0002847695],"domain_scores_gemma":[0.9992071,0.0004869517,0.00002193281,0.00007963849,0.0000266216,0.000177776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007640206,0.0001081642,0.8719916,0.00002876309,0.0001148263,0.0001191291,0.001597818,0.00001509895,0.001497583,0.0002396351,0.00006261386,0.1241484],"study_design_scores_gemma":[0.0003276312,0.001478109,0.9723552,0.00001680364,0.0001823476,0.00001734825,0.001348922,0.021192,0.00003298972,0.0006780074,0.002255495,0.0001151081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910812,0.003990548,0.0001829788,0.00275799,0.00009387226,0.000143527,0.000004853491,0.00007182074,0.001673172],"genre_scores_gemma":[0.9985238,0.0003435925,0.0001214035,0.000560363,0.0000782748,0.00000756599,0.00000832667,0.00000590069,0.0003507839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1240333,"threshold_uncertainty_score":0.3680113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01603236817333347,"score_gpt":0.3534415966447976,"score_spread":0.3374092284714641,"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."}}