{"id":"W4415855818","doi":"10.1075/tilar.34.07pie","title":"Grammar policing children","year":2025,"lang":"en","type":"book-chapter","venue":"Trends in language acquisition research","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Waterloo","funders":"","keywords":"Grammar; Salient; Context (archaeology); Language development; Sociolinguistics; Language acquisition","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002223415,0.0001663361,0.0002786239,0.001984384,0.0003881726,0.00009231141,0.0004515959,0.0005207213,0.0195789],"category_scores_gemma":[0.0004756909,0.0001798593,0.0001043897,0.0003954319,0.0003773276,0.00004731794,0.0001705215,0.0008573028,0.0002838682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004544861,"about_ca_system_score_gemma":0.0003229546,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01757649,"about_ca_topic_score_gemma":0.006888561,"domain_scores_codex":[0.9974862,0.0003586997,0.0003121154,0.0004284501,0.0008382542,0.0005763137],"domain_scores_gemma":[0.9988045,0.0003589714,0.00008216099,0.0003818259,0.0002442947,0.0001283063],"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":[0.00001820304,0.00002469561,0.0001563551,0.000009413426,0.00002939095,0.0001156473,0.007868186,0.000001032626,0.000009471285,0.9128794,0.02886632,0.05002188],"study_design_scores_gemma":[0.002670007,0.0002285888,0.01292082,0.0009122045,0.0001005041,0.00001767474,0.00408009,0.00003832957,0.0000595204,0.1089857,0.8685824,0.001404224],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003330585,0.000421399,0.00002224685,0.002138899,0.0003031273,0.0002114093,0.00007822876,0.00009074337,0.9964009],"genre_scores_gemma":[0.06400345,0.0001949612,0.0001769499,0.0005533384,0.001400471,0.00001975516,0.0004658333,0.00002550495,0.9331598],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.839716,"threshold_uncertainty_score":0.9889656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05581488403740718,"score_gpt":0.43876998553968,"score_spread":0.3829551015022728,"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."}}