{"id":"W4386726624","doi":"10.1017/s0033291723002635","title":"Mental illness and cardiovascular health: observational and polygenic score analyses in a population-based cohort study","year":2023,"lang":"en","type":"article","venue":"Psychological Medicine","topic":"Genetic Associations and Epidemiology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"Medical Research Council; Universitair Medisch Centrum Groningen; University of Bristol; National Institute for Health and Care Research; Stichting Volksbond Rotterdam; Ministerie van Volksgezondheid, Welzijn en Sport; National Alliance for Research on Schizophrenia and Depression","keywords":"Bipolar disorder; Schizophrenia (object-oriented programming); Mental illness; Confounding; Medicine; Major depressive disorder; Psychiatry; Population; Cohort study; Cohort; Mental health; Clinical psychology; Internal medicine; Mood","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009850549,0.0001117431,0.0003386138,0.00008472808,0.0000982896,0.000003844826,0.00006215022,0.00009368317,0.00002373307],"category_scores_gemma":[0.0004057518,0.00008341851,0.00004456046,0.0002601518,0.0000809604,0.000001632452,0.00004156414,0.00007314367,0.000001523722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001331648,"about_ca_system_score_gemma":0.000008180019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005181885,"about_ca_topic_score_gemma":0.0001513622,"domain_scores_codex":[0.9986729,0.0002559841,0.0002983451,0.0004252206,0.0001508664,0.0001966617],"domain_scores_gemma":[0.9995621,0.0000657075,0.00006114136,0.0002001149,0.00002656847,0.00008437924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002124328,0.00006388815,0.994445,0.000005036993,0.00008248911,0.000002756016,0.00006104939,0.0001295247,0.0004965232,0.000007227948,0.0007778585,0.003907447],"study_design_scores_gemma":[0.001093504,0.0005231576,0.9973149,0.000009610113,0.00002383263,0.000004947065,0.0003119035,0.0002897405,0.00000245502,0.0001305399,0.0002071984,0.0000882264],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945871,0.0023128,0.000114844,0.002377448,0.0001111834,0.0004357611,0.000008559886,0.00001384946,0.00003843163],"genre_scores_gemma":[0.9977677,0.000493061,0.0001317392,0.001029366,0.0001042566,0.00007609916,0.000361026,0.000006876773,0.0000298127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003819221,"threshold_uncertainty_score":0.3401708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1383654079601566,"score_gpt":0.4247256882218747,"score_spread":0.2863602802617181,"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."}}