{"id":"W4388830281","doi":"10.5430/wjel.v14n1p145","title":"Teaching Grammar through Content-Based Instruction in a Second Language Classroom","year":2023,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grammar; Computer science; Active listening; Reading (process); Language acquisition; Linguistics; Context (archaeology); German; Mathematics education; Psychology; Communication","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001171814,0.0002003161,0.0003806553,0.0009521305,0.00008580966,0.00006623082,0.0002791213,0.0001144707,0.018762],"category_scores_gemma":[0.0007309861,0.0001846208,0.0002159649,0.0007622076,0.00004923769,0.0003329517,0.00003285471,0.001207893,0.0001233172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001022276,"about_ca_system_score_gemma":0.0000427274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003290238,"about_ca_topic_score_gemma":0.0006229058,"domain_scores_codex":[0.9979195,0.0004589291,0.000662347,0.0002376372,0.0002848476,0.0004367534],"domain_scores_gemma":[0.9987254,0.0003098635,0.0004274257,0.0002939436,0.0001330377,0.0001103713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009823333,0.0005485202,0.01175077,0.0001705792,0.0003871037,0.01312175,0.7763543,0.0003100519,0.01933009,0.006956908,0.02435772,0.1457299],"study_design_scores_gemma":[0.01190565,0.0003312537,0.02609616,0.000411541,0.00007410854,0.000215015,0.8062127,0.00009884705,0.002102919,0.0001037906,0.1518044,0.000643688],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598499,0.003088118,0.00008923246,0.0001825562,0.002442252,0.0001252978,0.00001397246,0.0001476682,0.03406101],"genre_scores_gemma":[0.9868148,0.000002753312,0.0007448214,0.002805503,0.001604604,0.000008526191,0.00004111512,0.00004870399,0.007929175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1450862,"threshold_uncertainty_score":0.982135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02231412607494173,"score_gpt":0.3055340952519607,"score_spread":0.283219969177019,"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."}}