{"id":"W1528728873","doi":"10.18806/tesl.v30i2.1138","title":"Determiners, Feline Marsupials, and the Category-Function Distinction: A Critique of ELT Grammars","year":2013,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Lexicography and Language Studies","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Linguistics; Confusion; Philosophy; Theoretical linguistics; Applied linguistics; Sociology; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006376947,0.0005726593,0.001019416,0.002656286,0.003244029,0.007255204,0.002580446,0.005018249,0.002010515],"category_scores_gemma":[0.007450407,0.0006215338,0.0008101603,0.001780499,0.03085187,0.01001218,0.004212556,0.007475003,0.0005797255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004178562,"about_ca_system_score_gemma":0.001735301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007973162,"about_ca_topic_score_gemma":0.005591391,"domain_scores_codex":[0.996997,0.001380978,0.0001481014,0.0006464459,0.0006438151,0.0001837035],"domain_scores_gemma":[0.9935181,0.004454669,0.0004392432,0.0008423908,0.0005657238,0.0001797859],"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":[0.000002986241,0.000001676681,0.00009771754,0.00001079797,0.000001702781,0.00002337999,0.001180077,0.0001184387,0.00002272108,0.9957134,0.0005452895,0.002281919],"study_design_scores_gemma":[0.000006014896,0.000006746786,0.0003556796,0.00006615828,0.000005218536,0.0001344385,0.0006599617,0.0008676404,0.0001029921,0.9576576,0.04012548,0.0000119822],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1044817,0.05048744,0.1489968,0.1991951,0.001864778,0.00007033433,0.0003911676,0.0004442414,0.4940684],"genre_scores_gemma":[0.9227361,0.008585332,0.02303939,0.009212118,0.002648381,0.0001467502,0.0001172857,0.0003955919,0.03311912],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007973162,"threshold_uncertainty_score":0.03372496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006798593520323739,"score_gpt":0.178424758073936,"score_spread":0.1716261645536122,"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."}}