{"id":"W4379386855","doi":"10.32942/x2ns3k","title":"Academic publishing requires linguistically inclusive policies","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Directorate for Biological Sciences; Australian Research Council; University of Queensland","keywords":"Publishing; Globe; Diversity (politics); Linguistic diversity; Political science; Equity (law); Public relations; Sociology; Library science; Computer science; Linguistics; Psychology","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.07724642,0.0003935645,0.001144433,0.003094263,0.009535799,0.02512782,0.002051137,0.004364269,0.00832105],"category_scores_gemma":[0.293616,0.0006683516,0.0005574979,0.006914586,0.01638722,0.01804692,0.01208764,0.005919433,0.004521619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004233643,"about_ca_system_score_gemma":0.03144316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003415623,"about_ca_topic_score_gemma":0.002634177,"domain_scores_codex":[0.9034153,0.04049955,0.01403499,0.004310226,0.03100613,0.006733855],"domain_scores_gemma":[0.430619,0.314343,0.06483614,0.07909755,0.07916018,0.03194418],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001517682,0.0003940558,0.03704029,0.001220396,0.00009864218,0.001183593,0.04724626,0.0009321053,0.003466031,0.7393027,0.03326893,0.1356952],"study_design_scores_gemma":[0.0001240726,0.0001750774,0.02353754,0.001372055,0.00006724687,0.001595487,0.02403886,0.001099108,0.002630709,0.3798208,0.56539,0.0001489851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.2541019,0.006465085,0.05602721,0.2119212,0.002291619,0.001297402,0.0008957659,0.00103786,0.4659619],"genre_scores_gemma":[0.9267372,0.002222458,0.0211283,0.02106789,0.001615256,0.0006291795,0.0003371661,0.0003413535,0.02592119],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9748722,"threshold_uncertainty_score":0.408523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08787130597949076,"score_gpt":0.3299558067447848,"score_spread":0.242084500765294,"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."}}