{"id":"W4297235444","doi":"10.1038/s41431-022-01194-8","title":"Genetic discrimination still casts a large shadow in 2022","year":2022,"lang":"en","type":"article","venue":"European Journal of Human Genetics","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill Genome Centre","funders":"CIHR Skin Research Training Centre; Canadian Institutes of Health Research; Government of Canada; Genome Canada","keywords":"Shadow (psychology); Genetics; Evolutionary biology; Biology; Computational biology; Psychology","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":[0.0004227563,0.00008399733,0.00009853089,0.0002063932,0.00004815248,0.00001625573,0.0002094417,0.000009945841,0.0002465288],"category_scores_gemma":[0.00001064079,0.00008733157,0.00003973256,0.0001694964,0.0000123448,0.00002962132,0.00005646449,0.0003197857,0.000008682769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009495253,"about_ca_system_score_gemma":0.00001293454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.143713e-7,"about_ca_topic_score_gemma":0.000004833552,"domain_scores_codex":[0.9991007,0.0001004164,0.0003357816,0.00006682235,0.0002325859,0.0001636705],"domain_scores_gemma":[0.9997317,0.000009252571,0.00005845984,0.00009954187,0.00002469191,0.00007634732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00003954777,0.001070094,0.011682,0.0008111455,0.0001823352,0.002148329,0.03000136,0.6653669,0.1017838,0.000470068,0.0521204,0.134324],"study_design_scores_gemma":[0.002201569,0.001110741,0.8459129,0.0001267412,0.00006536846,0.0005512054,0.001539018,0.04678037,0.0006676834,0.0004013169,0.1000294,0.000613644],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930586,0.001999104,0.003070998,0.00006267898,0.0008840806,0.00004304109,0.000007663976,0.00002428182,0.0008496109],"genre_scores_gemma":[0.9987622,0.00009815221,0.0007132445,0.00003021077,0.0002582552,0.000001504273,0.000005947023,0.00003569544,0.00009473207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.834231,"threshold_uncertainty_score":0.3561278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01296908837192052,"score_gpt":0.2197611978521092,"score_spread":0.2067921094801887,"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."}}