{"id":"W7053284076","doi":"","title":"UNCOVERING BIAS IN JOB DESCRIPTIONS IN A PUBLIC SECTOR ORGANIZATION","year":2025,"lang":"en","type":"article","venue":"University Library (University of Saskatchewan)","topic":"Magneto-Optical Properties and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public sector; Reflexivity; Thematic analysis; Equity (law); Race (biology); Public discourse; Public policy; Employment discrimination","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":[0.00003708097,0.00009689922,0.0001554424,0.0004876006,0.00008855582,0.00001930484,0.0003043302,0.000101349,0.0005641425],"category_scores_gemma":[0.000008664917,0.000138613,0.00003959971,0.001763644,0.00007344138,0.001032458,0.0001639582,0.0001704144,0.00001630363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001354042,"about_ca_system_score_gemma":0.0001200014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009636312,"about_ca_topic_score_gemma":0.003203711,"domain_scores_codex":[0.999469,0.00002964866,0.00009631608,0.0001625935,0.0000669665,0.0001754482],"domain_scores_gemma":[0.9996806,0.00003809447,0.00002137931,0.0001733209,0.00002535809,0.0000611988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001389811,0.0005285866,0.8735232,0.0008204608,0.0001778851,0.0001716264,0.03099477,0.04165399,0.007888839,0.02806486,0.00578126,0.01025554],"study_design_scores_gemma":[0.0060339,0.0001199806,0.4079539,0.0006271101,0.0001258642,0.000004500548,0.347673,0.05901858,0.002274087,0.004388546,0.1702575,0.001522999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707959,0.00004251011,0.004892614,0.001041318,0.00005219245,0.0001527185,0.00002625242,0.0002038231,0.02279267],"genre_scores_gemma":[0.992024,0.00008951104,0.001720078,0.00002944161,0.000005995786,5.519372e-8,0.00002629404,0.000009671799,0.00609492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4655693,"threshold_uncertainty_score":0.6176965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01308220345194689,"score_gpt":0.15043508260903,"score_spread":0.1373528791570832,"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."}}