{"id":"W4412847291","doi":"10.18806/tesl.v42i1/1426","title":"The Grammar Puzzle","year":2025,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Linguistics; Grammar; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002278418,0.00005555325,0.00006031118,0.00001841036,0.000695935,0.0000906964,0.0002588096,0.0000261476,0.005991808],"category_scores_gemma":[0.00009018951,0.00003481136,0.0000254063,0.0001123989,0.00005053108,0.00002069978,0.00001630846,0.0002219502,0.00001056808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000158911,"about_ca_system_score_gemma":0.00119176,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1883136,"about_ca_topic_score_gemma":0.2982538,"domain_scores_codex":[0.9993759,0.00005346299,0.0001547669,0.00006701654,0.0001211843,0.0002276285],"domain_scores_gemma":[0.9994047,0.0002625406,0.00005626981,0.0001405771,0.00008499635,0.00005087633],"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":[0.000009751828,0.000006879903,0.0007160787,0.000001218903,0.00004282398,0.0000206165,0.00002883963,0.000005205068,0.000002395957,0.1068039,0.8884972,0.003865063],"study_design_scores_gemma":[0.00008991863,0.00001040267,0.07788552,0.000004853748,0.000006512323,0.000101477,0.002275442,0.00000144765,0.0000037555,0.01003548,0.9095455,0.00003966549],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08224243,0.1476928,0.00018379,0.1781971,0.02227611,0.0001776389,0.00001293485,0.00004610184,0.5691711],"genre_scores_gemma":[0.8645132,0.0001789816,0.0001080782,0.05852547,0.0007893103,0.00002161848,0.000003249268,0.0000113898,0.07584868],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7822708,"threshold_uncertainty_score":0.9949169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009798576826159915,"score_gpt":0.3036301733867903,"score_spread":0.2938315965606303,"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."}}