{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001544851,0.0004033835,0.0003953628,0.000956981,0.000784713,0.0007045956,0.0003538906,0.0005355648,0.002810232],"category_scores_gemma":[0.005596911,0.0002410018,0.0008928746,0.001210483,0.0003578992,0.0002801354,0.0008723289,0.0007275087,0.0003428493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002000913,"about_ca_system_score_gemma":0.0002597267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004542919,"about_ca_topic_score_gemma":0.007189243,"domain_scores_codex":[0.9989541,0.00040608,0.00008260148,0.0003237858,0.0001149069,0.0001185491],"domain_scores_gemma":[0.9979591,0.0008903325,0.0005130436,0.000275508,0.0001009348,0.0002610824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002532208,0.00003362501,0.9871771,0.00002320366,0.0006548649,0.0004681121,0.0001718775,0.0005826539,0.002593679,0.0004029243,0.0006362759,0.007002333],"study_design_scores_gemma":[0.00003407343,0.00005977707,0.9938,0.00002123511,0.0003457292,0.0005842938,0.0000989376,0.002479662,0.0004839411,0.001144175,0.0009354534,0.00001277025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963464,0.0003497406,0.001700212,0.0001918179,0.00001322416,0.000006203158,0.000838018,0.00004431454,0.0005101548],"genre_scores_gemma":[0.9978822,0.0001314905,0.0009792105,0.00005955381,0.00001386011,0.00001049427,0.0006980541,0.00001121165,0.0002139192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004542919,"threshold_uncertainty_score":0.009401202,"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."}}