{"id":"W7073553234","doi":"","title":"Polygenic prediction of educational attainment within and between families from genome-wide association analyses in 3 million individuals","year":2022,"lang":"en","type":"article","venue":"e-space (Manchester Metropolitan University)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging; School of Public Health, Imperial College London; Netherlands Heart Institute; National Health and Medical Research Council; Australian Research Council; Medical Research Council; Social Sciences and Humanities Research Council of Canada; Vetenskapsrådet; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Erasmus Universiteit Rotterdam; University of South Australia; Oulun Yliopisto; Riksbankens Jubileumsfond; Imperial College London; Open Philanthropy Project; Li Ka Shing Foundation; Genome Canada; National Institutes of Health; Ontario Genomics; Ontario Genomics Institute","keywords":"Genome-wide association study; Educational attainment; Association (psychology); Genetic association; Variance (accounting); Dominance (genetics); Correlation; Uncorrelated","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002128943,0.0001208323,0.0002843838,0.0006844677,0.0001169519,0.000009749378,0.00009903023,0.00006976738,0.0001047392],"category_scores_gemma":[0.0003690233,0.0001382582,0.00006559432,0.0006660057,0.00005462924,0.0001406131,0.0001707023,0.0002179074,0.000002991073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001905333,"about_ca_system_score_gemma":0.0001187097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001451814,"about_ca_topic_score_gemma":0.00008491753,"domain_scores_codex":[0.9987751,0.000174231,0.0002093903,0.0002532568,0.0004044518,0.0001835189],"domain_scores_gemma":[0.9987579,0.0006916858,0.000221918,0.0001677315,0.00004948836,0.0001112957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005480034,0.00009294656,0.9971185,0.00001862915,0.0002003925,0.000005567711,0.001435611,0.00005798223,0.0003914953,0.0003042819,0.0002871953,0.00003265286],"study_design_scores_gemma":[0.001124166,0.0002392751,0.9807336,0.0000350112,0.0003087575,8.387448e-7,0.01499206,0.00002662989,0.0005922494,0.0002489435,0.001599645,0.00009885438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955623,0.0005187898,0.000112857,0.001691375,0.00006793642,0.0001839916,0.0004842939,0.00001837702,0.001360076],"genre_scores_gemma":[0.9969472,0.0000765826,0.001086462,0.00008283344,0.00007205307,0.000002211956,0.0004212253,0.00001037525,0.0013011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01638487,"threshold_uncertainty_score":0.5638008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0267480787281871,"score_gpt":0.258085229497818,"score_spread":0.2313371507696309,"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."}}