{"id":"W6928698080","doi":"10.3886/e116922v2-112422","title":"Workplace Equity Survey","year":2022,"lang":"en","type":"dataset","venue":"ICPSR Data Holdings","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Workforce; Equity (law); Publishing; Project commissioning; Workforce planning; Human resource management; Executive summary; Workforce development","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":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":["open_science","insufficient_payload"],"category_scores_codex":[0.01237834,0.001124656,0.001273081,0.0006863748,0.0006000383,0.0008052706,0.01785233,0.0006190681,0.1745504],"category_scores_gemma":[0.005747587,0.00128251,0.0001503496,0.00215453,0.0003452195,0.00129451,0.04459169,0.003082055,0.02074668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008989227,"about_ca_system_score_gemma":0.0006743036,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02258637,"about_ca_topic_score_gemma":0.008878159,"domain_scores_codex":[0.990379,0.001249667,0.0009995215,0.003154485,0.002656407,0.001560934],"domain_scores_gemma":[0.9803517,0.001150236,0.001165824,0.01672156,0.0001458754,0.0004648252],"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":[0.0001948119,0.0001947591,0.0001877423,0.0001667047,0.0002256273,0.000228827,0.00001307348,0.000005232481,0.00001467001,0.000006567033,0.9985327,0.0002293455],"study_design_scores_gemma":[0.0005774324,0.00005971362,0.0008423752,0.00008178267,0.0002998583,0.00005879919,0.00002458283,0.00001360061,0.000004661984,0.00003053354,0.9966577,0.001348968],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00009998336,0.001084971,0.000002570858,0.00005355831,0.002246977,0.0007263637,0.9951708,0.0004339833,0.000180837],"genre_scores_gemma":[0.00001665874,0.0005722203,0.00007762459,0.0004720138,0.0004832711,0.00009805053,0.9971257,0.0003607901,0.0007935993],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1538037,"threshold_uncertainty_score":0.9992179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2245571593616804,"score_gpt":0.4052673147895093,"score_spread":0.1807101554278289,"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."}}