{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006369305,0.0005535508,0.0008515413,0.0008833883,0.00444876,0.004863287,0.0010051,0.01014605,0.03778701],"category_scores_gemma":[0.0111553,0.0002102502,0.0004695497,0.0009307593,0.00828856,0.00615737,0.004250486,0.01074733,0.00632498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003434157,"about_ca_system_score_gemma":0.007955899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0120096,"about_ca_topic_score_gemma":0.01501786,"domain_scores_codex":[0.9962345,0.000745805,0.0001439996,0.0006085594,0.001269956,0.0009972595],"domain_scores_gemma":[0.9940034,0.002063554,0.0003333184,0.0004129442,0.0009212006,0.002265705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001280042,0.00008516856,0.004347388,0.0003019611,0.00002110977,0.0008684629,0.001925032,0.00008527422,0.0007632724,0.3410873,0.4230085,0.2273785],"study_design_scores_gemma":[0.00001079592,0.00004640038,0.003009859,0.0007220135,0.000007104893,0.0005638891,0.001536201,0.00005341272,0.0001551629,0.03179095,0.9620795,0.00002460327],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0118785,0.06210994,0.001578547,0.7807935,0.03599779,0.00002924051,0.0008458874,0.00009862662,0.106668],"genre_scores_gemma":[0.1779554,0.06162843,0.001531284,0.6267831,0.02689816,0.00008109967,0.001041066,0.000247604,0.1038338],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03778701,"threshold_uncertainty_score":0.1264102,"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."}}