{"id":"W6932002521","doi":"10.5683/sp3/mafqsb","title":"Replication Data and Code for: Unions and wage inequality: The roles of gender, skill and public sector employment","year":2022,"lang":"en","type":"dataset","venue":"Borealis","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Public sector; Replicate; Wage; Replication (statistics); Data file; Code (set theory)","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":[0.0004631546,0.0001526261,0.0001692442,0.00003631377,0.0001708747,0.00002645939,0.0004521384,0.0001886639,0.0000166222],"category_scores_gemma":[0.0001489604,0.0001203819,0.0000283063,0.00004412321,0.0001873643,0.000002892448,0.001002472,0.000102277,1.713114e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006180076,"about_ca_system_score_gemma":0.00005269847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000716807,"about_ca_topic_score_gemma":0.007311495,"domain_scores_codex":[0.9988649,0.000103722,0.0002285695,0.0005954533,0.00007570786,0.0001316357],"domain_scores_gemma":[0.9975682,0.00003638876,0.0001920688,0.002098532,0.00004984756,0.0000549653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000109542,0.00004100494,0.00009571746,0.00004252265,0.00007713564,2.057637e-7,0.00001421462,8.185644e-8,0.003336663,0.0006852433,0.9937902,0.001906069],"study_design_scores_gemma":[0.0001532782,0.0001123024,0.0003741129,0.000004151473,0.00008619334,0.00001626578,0.00006901548,0.00001334792,0.0008813532,0.000312767,0.9978468,0.0001303801],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.002520564,0.002356792,0.00110233,0.0009369044,0.000009138955,0.0005826275,0.9924672,0.000008678312,0.00001579354],"genre_scores_gemma":[0.001769252,0.007792023,0.0003725753,0.0004458098,0.00004629784,0.0003643321,0.989181,0.00001517299,0.00001351371],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.006594687,"threshold_uncertainty_score":0.490903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05892928171415864,"score_gpt":0.3354178949475429,"score_spread":0.2764886132333843,"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."}}