{"id":"W4399452016","doi":"10.3998/jep.6258","title":"Editors’ Gloss: The Problem with Monolingualism in Academic Knowledge Production","year":2024,"lang":"en","type":"article","venue":"Journal of Electronic Publishing","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; General surgery; Medicine","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":["scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007527085,0.0001200267,0.0001750659,0.0003020989,0.0003103943,0.001386903,0.0007591344,0.0001767482,0.0000429125],"category_scores_gemma":[0.002018914,0.00006813158,0.00007460383,0.001352878,0.0001784971,0.004525464,0.00004507618,0.002944751,0.0000117189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001280089,"about_ca_system_score_gemma":0.003571294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006253656,"about_ca_topic_score_gemma":0.003946321,"domain_scores_codex":[0.9976297,0.0004019209,0.0004543925,0.0001964987,0.0006718813,0.0006456181],"domain_scores_gemma":[0.9988705,0.0003283251,0.0001966857,0.00010691,0.0004179168,0.00007965473],"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":[0.0002615751,0.0001601996,0.0005299593,0.0001195848,0.000271208,0.00007023806,0.3762223,0.0004375898,0.001463088,0.1407337,0.4139764,0.06575403],"study_design_scores_gemma":[0.0001756048,0.0002231321,0.00004632688,0.0005796974,0.00003037832,0.0001456131,0.005133941,0.0002124819,0.0005095401,0.03064068,0.9621468,0.000155856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6252533,0.04367139,0.0005095115,0.2191189,0.01239686,0.001140882,0.000001239648,0.0002389643,0.09766902],"genre_scores_gemma":[0.9805487,0.0004894467,0.00007427026,0.0001050198,0.01668637,0.000007549932,4.258393e-7,0.00002243808,0.002065796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5481703,"threshold_uncertainty_score":0.9996498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0298947981209059,"score_gpt":0.3261761787145955,"score_spread":0.2962813805936896,"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."}}