{"id":"W3037104381","doi":"10.1126/science.368.6498.1414","title":"Online GRE test heightens equity concerns","year":2020,"lang":"en","type":"article","venue":"Science","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Equity (law); Test (biology); Business; Computer science; Geology; Political science; Paleontology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00006859172,0.00004963548,0.00004804218,0.0000203194,0.00003824734,0.00002320786,0.0002233007,0.00001993034,0.0000584543],"category_scores_gemma":[0.0001366086,0.00004254298,0.00001088336,0.0004725177,0.0001458413,0.0001026886,0.00004834741,0.00008401981,0.00007854614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000317611,"about_ca_system_score_gemma":0.00003689715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002488661,"about_ca_topic_score_gemma":0.000001261075,"domain_scores_codex":[0.9994784,9.739337e-7,0.00006432413,0.0001113961,0.000170997,0.0001738894],"domain_scores_gemma":[0.9996933,0.00001710993,0.000004984242,0.00007791843,0.00002070336,0.0001859253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002280181,0.0002022726,0.002692191,0.0006861557,0.00001375561,0.0000164269,0.003760187,0.01065605,0.7614832,0.001799487,0.03802489,0.1806631],"study_design_scores_gemma":[0.000261426,0.0001327606,0.06210455,0.000065228,0.000009690828,0.000008938148,0.0003214196,0.7695193,0.02619291,0.0004259858,0.1404724,0.0004853356],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9442204,0.0008745988,0.02249271,0.01413047,0.003659459,0.0001883305,0.00009369935,0.001957051,0.01238331],"genre_scores_gemma":[0.9981204,0.00002244348,0.001206003,0.0002850746,0.0003189319,0.000001450651,0.000003549396,0.000005132746,0.00003707368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7588633,"threshold_uncertainty_score":0.1734852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04716118640376986,"score_gpt":0.289280157798763,"score_spread":0.2421189713949932,"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."}}