{"id":"W4211236158","doi":"10.15185/izawol.48.v2","title":"Anonymous job applications and hiring discrimination","year":2018,"lang":"en","type":"article","venue":"IZA World of Labor","topic":"Names, Identity, and Discrimination Research","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Labour economics; Psychology; Computer science; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003942014,0.00004699091,0.00007698243,0.0001899136,0.000427468,0.00008058226,0.0001559659,0.00002715566,0.0002788725],"category_scores_gemma":[0.0001726024,0.00004757864,0.00001922022,0.0005851741,0.0005310483,0.0002140005,0.00004992844,0.00004838712,0.00003027322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003631871,"about_ca_system_score_gemma":0.00009069013,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001492308,"about_ca_topic_score_gemma":0.02666761,"domain_scores_codex":[0.9991748,0.00006689547,0.0001319051,0.000140022,0.000324011,0.0001623737],"domain_scores_gemma":[0.9992957,0.00008478235,0.00005587183,0.0001188087,0.0003636251,0.00008118714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001403469,0.0001286932,0.1444743,0.00008951937,0.00001392754,0.000001135805,0.00951477,5.568901e-7,0.001534545,0.7780456,0.005952524,0.06023045],"study_design_scores_gemma":[0.0006311905,0.00007732738,0.5137771,0.00005884514,0.00005599561,6.355182e-7,0.008480209,0.00006947178,0.00364915,0.04471704,0.4281746,0.0003084404],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5767801,0.0008522734,0.001948732,0.009683141,0.0002991423,0.000746095,0.00003799924,0.0001153397,0.4095371],"genre_scores_gemma":[0.9810613,0.0001149422,0.0005932565,0.00008021723,0.0003010246,0.00003116798,0.000003413631,0.00000574833,0.01780897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7333285,"threshold_uncertainty_score":0.9910932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03476831325595098,"score_gpt":0.3781038048093941,"score_spread":0.3433354915534431,"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."}}