{"id":"W4412847289","doi":"10.18806/tesl.v42i1/1422","title":"Grammar for Science","year":2025,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Grammar; Linguistics; Sociology; Psychology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001525518,0.0006279211,0.0004937452,0.001495883,0.002838705,0.005335269,0.0008171565,0.002430147,0.05444908],"category_scores_gemma":[0.004123549,0.0002085193,0.0003718008,0.001301236,0.009064944,0.00524131,0.003947054,0.003602256,0.02425517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003370208,"about_ca_system_score_gemma":0.002704212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003908705,"about_ca_topic_score_gemma":0.004481612,"domain_scores_codex":[0.9981352,0.0007818707,0.0001185136,0.0003969777,0.0004171064,0.000150386],"domain_scores_gemma":[0.9987648,0.000515372,0.00007525537,0.0003100747,0.0002311325,0.000103426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006200385,0.000005874662,0.0001428249,0.00006333047,0.000002684573,0.00004675667,0.001616096,0.00005506058,0.00008300359,0.9206029,0.04514963,0.03222562],"study_design_scores_gemma":[0.000002814936,0.000005793594,0.0001614107,0.0000912413,0.000001134482,0.0001029752,0.0002654239,0.00004593128,0.00004140347,0.1348114,0.8644661,0.000004303828],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001773597,0.01032514,0.009931056,0.01996514,0.002986181,0.00006557251,0.0004669707,0.0004107407,0.9540755],"genre_scores_gemma":[0.3197419,0.02352711,0.02870301,0.02009541,0.006478087,0.000515685,0.001902452,0.001607456,0.5974289],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05444908,"threshold_uncertainty_score":0.1821503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01500759143141056,"score_gpt":0.2662916581155489,"score_spread":0.2512840666841384,"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."}}