{"id":"W7005927758","doi":"","title":"Selective Bias: Asian Americans, Test Scores, and Holistic Admissions","year":2021,"lang":"en","type":"report","venue":"Issue Lab (Candid)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Affirmative action; Action (physics); Quarter (Canadian coin)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.009146469,0.000252242,0.0003140919,0.002080103,0.002197549,0.003003613,0.0005958268,0.001380585,0.01636878],"category_scores_gemma":[0.03207295,0.0001173629,0.0003736481,0.003227681,0.004348338,0.00237581,0.002978572,0.001930054,0.0008543403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001261838,"about_ca_system_score_gemma":0.004283147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01629017,"about_ca_topic_score_gemma":0.04044241,"domain_scores_codex":[0.9952562,0.001437306,0.000219147,0.0002750247,0.002098884,0.0007133864],"domain_scores_gemma":[0.9635809,0.01217984,0.01182442,0.002124659,0.00398564,0.006304515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003186997,0.0003481175,0.8930261,0.00005456688,0.00005856104,0.0003094233,0.003848678,0.000101582,0.0001724616,0.02658928,0.02127653,0.05389602],"study_design_scores_gemma":[0.00005442349,0.0002300477,0.9501598,0.0002670446,0.00008705927,0.0003330217,0.01482656,0.0003459399,0.000552851,0.01799075,0.01510238,0.00005020918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8142066,0.002010994,0.0007736041,0.04692253,0.0004122113,0.00005788363,0.0004954176,0.00002800357,0.1350928],"genre_scores_gemma":[0.9892119,0.0004475262,0.0001978679,0.0038785,0.0002899051,0.0000415326,0.0001237455,0.000007132057,0.005801895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01636878,"threshold_uncertainty_score":0.05475903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03080436553655903,"score_gpt":0.3331794335683098,"score_spread":0.3023750680317508,"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."}}