{"id":"W3032855166","doi":"10.1002/leap.1301","title":"Evaluating equity in scholarly publishing","year":2020,"lang":"en","type":"article","venue":"Learned Publishing","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Publishing; Workforce; Bachelor; Equity (law); Diversity (politics); Ethnic group; Public relations; White paper; Project commissioning; Political science; Sociology; Psychology; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.09995323,0.0004197043,0.0007983544,0.00851654,0.004249419,0.01294856,0.001534535,0.001341496,0.009268434],"category_scores_gemma":[0.2427484,0.0002126751,0.001000606,0.007849774,0.00602928,0.01152197,0.0121375,0.001821302,0.0008153388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008890167,"about_ca_system_score_gemma":0.007605487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002477613,"about_ca_topic_score_gemma":0.002680268,"domain_scores_codex":[0.9149109,0.04156808,0.007020566,0.002438798,0.03054779,0.003513875],"domain_scores_gemma":[0.736461,0.1552048,0.04490163,0.0102853,0.03734557,0.01580177],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004858041,0.0009293499,0.6154811,0.0007937378,0.0003686264,0.000152345,0.01626463,0.0006222976,0.0002077799,0.02941997,0.006761387,0.3285131],"study_design_scores_gemma":[0.0002678461,0.003051214,0.7627568,0.003504385,0.0006066962,0.0004879257,0.08447947,0.003160362,0.002422102,0.06396683,0.07513227,0.0001640599],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8247951,0.006024364,0.005877311,0.01023435,0.0005133472,0.0009687692,0.0009014748,0.00009580627,0.1505894],"genre_scores_gemma":[0.9954357,0.0003740836,0.001655981,0.0004271932,0.0001284847,0.0002038809,0.0001800618,0.00001734835,0.001577241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9984655,"threshold_uncertainty_score":0.5286095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5534475000736645,"score_gpt":0.4462458067089742,"score_spread":0.1072016933646903,"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."}}