{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.01287229,0.0001221907,0.0002077212,0.0001384779,0.0008487362,0.03502992,0.001478624,0.0003102085,0.0006909834],"category_scores_gemma":[0.06023435,0.0001443445,0.00008491695,0.00145402,0.00009677716,0.06879252,0.000866127,0.001686225,0.00008727438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000328762,"about_ca_system_score_gemma":0.0005830672,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0154085,"about_ca_topic_score_gemma":0.002981469,"domain_scores_codex":[0.9956133,0.001266786,0.0003425336,0.0005251149,0.001533316,0.0007189194],"domain_scores_gemma":[0.9984405,0.000328866,0.0001756502,0.000206635,0.0004061626,0.0004421783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008817582,0.0001166413,0.1773883,0.0001095815,0.00003390442,0.00003950441,0.3365656,0.0008581526,0.0008609027,0.2415375,0.02277055,0.2196311],"study_design_scores_gemma":[0.005102951,0.000275329,0.09148344,0.0002548996,0.00006795237,0.000001704574,0.4270653,0.007150911,0.0002494891,0.09133717,0.3751927,0.001818084],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3531669,0.0001487528,0.0004000596,0.2234603,0.0004050199,0.0002450026,0.000008300602,0.0002990478,0.4218666],"genre_scores_gemma":[0.988904,0.00001567125,0.001671648,0.00840718,0.0006322089,0.00000401375,0.00001886242,0.00001117149,0.0003352682],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6357371,"threshold_uncertainty_score":0.991148,"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."}}