{"id":"W7132965546","doi":"","title":"English as the International Language of Science: A Case Study of Mexican Scientists&apos; Writing for Publication","year":2015,"lang":"","type":"dissertation","venue":"TSpace","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vector Institute","funders":"Social Sciences and Humanities Research Council of Canada; University of Toronto","keywords":"Publishing; Interpretation (philosophy); Scientific writing; Perception; Power (physics); Ideology; Empirical research; Academic writing; Scientific communication","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003217758,0.0003009757,0.0005378972,0.0007638542,0.001267534,0.0007340989,0.001178647,0.0000620972,0.0008979746],"category_scores_gemma":[0.003158876,0.0002285975,0.0002153987,0.0005558349,0.00203758,0.0004843302,0.0002434425,0.0002116447,0.000004234112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001308202,"about_ca_system_score_gemma":0.0006487038,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01536939,"about_ca_topic_score_gemma":0.02577468,"domain_scores_codex":[0.9965367,0.00009238855,0.0008529522,0.0005804782,0.001598368,0.0003390654],"domain_scores_gemma":[0.9891866,0.0002773726,0.001463158,0.0006650279,0.008326331,0.00008147472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005750252,0.0007048422,0.0001246439,0.0001126234,0.00055376,0.00002664815,0.9725183,0.00001483282,0.0002828078,0.02000687,0.001487635,0.004109531],"study_design_scores_gemma":[0.0006910317,0.0003774287,0.00004002488,0.0001416966,0.0007445422,0.00001544672,0.994312,0.0002892414,0.0006707979,0.00008831378,0.002410938,0.0002184629],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8907457,0.0008005746,0.000003458452,0.0001671447,0.001496693,0.001045508,0.0001100231,0.0000197908,0.1056111],"genre_scores_gemma":[0.9765331,0.00001479848,0.00005245778,0.00003060224,0.0007653425,0.0001672648,0.0001986309,0.0000289196,0.02220892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08578734,"threshold_uncertainty_score":0.9920024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05579211256524078,"score_gpt":0.432922280657428,"score_spread":0.3771301680921872,"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."}}