{"id":"W1532944784","doi":"10.3386/w10763","title":"Will Job Testing Harm Minority Workers?","year":2004,"lang":"en","type":"report","venue":"National Bureau of Economic Research","topic":"Names, Identity, and Discrimination Research","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kronos (Canada)","funders":"Alfred P. Sloan Foundation; National Science Foundation","keywords":"Harm; Business; Psychology; Social psychology","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01885877,0.0002262287,0.0004977878,0.001532823,0.001127105,0.0004244288,0.001244224,0.0006228598,0.002311105],"category_scores_gemma":[0.02113956,0.00025697,0.0002506706,0.0007978224,0.001546923,0.0007608462,0.0003403845,0.001272393,0.0003708868],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00798838,"about_ca_system_score_gemma":0.03733632,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1334044,"about_ca_topic_score_gemma":0.01708988,"domain_scores_codex":[0.9908583,0.0006198118,0.0008345398,0.0007174874,0.006077163,0.0008927489],"domain_scores_gemma":[0.9880574,0.002557993,0.000388667,0.0003382398,0.00830669,0.0003510474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004642755,0.0002966917,0.07766788,0.0006621338,0.0002016123,0.00002347165,0.0009026501,0.0001785497,0.00002723602,0.6307905,0.2824381,0.006764768],"study_design_scores_gemma":[0.0007614752,0.0001084286,0.02053904,0.0003548995,0.00003456881,0.000008063079,0.001884112,0.00005037944,0.00003409828,0.8195744,0.1561216,0.0005289809],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003552675,0.0009855482,0.000005188236,0.002396132,0.0008817966,0.0007668362,0.0000907346,0.00004106936,0.99128],"genre_scores_gemma":[0.7673211,0.002566635,0.0006628786,0.00002960818,0.006297562,0.0001880995,0.0003034742,0.00006140477,0.2225692],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7687108,"threshold_uncertainty_score":0.9999883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5577645427897004,"score_gpt":0.582289806172794,"score_spread":0.02452526338309358,"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."}}