{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02214247,0.0005197072,0.0004486144,0.00160402,0.002289819,0.005394219,0.002401122,0.006283048,0.05645585],"category_scores_gemma":[0.09552038,0.0002790451,0.0005750215,0.0008736398,0.003092709,0.006254099,0.005669997,0.006933015,0.008857409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003008249,"about_ca_system_score_gemma":0.01087663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007461986,"about_ca_topic_score_gemma":0.01438014,"domain_scores_codex":[0.9842616,0.004614454,0.0004557841,0.0009984263,0.00674086,0.002928722],"domain_scores_gemma":[0.8843136,0.06549516,0.006986482,0.006119604,0.01722098,0.01986411],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005197171,0.002001489,0.08177744,0.000145251,0.00003613395,0.0007947672,0.001636736,0.0009601105,0.002249451,0.07477858,0.4065417,0.4285586],"study_design_scores_gemma":[0.0003497728,0.002636795,0.1382225,0.001396715,0.00009831288,0.002539623,0.006723898,0.006323606,0.007950042,0.1376548,0.6958888,0.0002151493],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1183774,0.001993118,0.01435616,0.5265615,0.0039803,0.0002249917,0.001103829,0.00184134,0.3315613],"genre_scores_gemma":[0.7411307,0.0008159208,0.004570421,0.2000793,0.003373627,0.0001589058,0.000764651,0.0004035211,0.048703],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9778575,"threshold_uncertainty_score":0.1888636,"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."}}