{"id":"W2754971998","doi":"10.1002/tesj.332","title":"Teaching English Stress: A Case Study","year":2017,"lang":"en","type":"article","venue":"TESOL Journal","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centennial College","funders":"","keywords":"Pronunciation; Linguistics; Noun; Verb; Stress (linguistics); Psychology; Lesson plan; Intelligibility (philosophy); Class (philosophy); Part of speech; Mathematics education; Computer science; Natural language processing; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001116905,0.0001078541,0.0001630017,0.0001062501,0.001614707,0.0003608173,0.0006322056,0.00008272922,0.001657655],"category_scores_gemma":[0.0003372818,0.00009051301,0.00006139369,0.00001980097,0.00009921165,0.0001150166,0.0001745587,0.001442779,0.0001740381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002320224,"about_ca_system_score_gemma":0.00004333626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002662344,"about_ca_topic_score_gemma":0.0004955497,"domain_scores_codex":[0.9986972,0.0003218238,0.000213009,0.000189348,0.000178319,0.0004003571],"domain_scores_gemma":[0.9987133,0.0001111081,0.0001765004,0.0006903014,0.000114974,0.0001938469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001474076,0.002478365,0.5543854,0.000006896428,0.0006264379,0.1239029,0.2110712,0.000002893459,0.0003306919,0.00026657,0.03311821,0.07366303],"study_design_scores_gemma":[0.01022732,0.003452292,0.699192,0.00007505953,0.0001754826,0.09885664,0.1673837,0.0001235078,0.00008060967,0.002696216,0.01697357,0.0007636536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620982,0.0002129253,0.00002160826,0.0002281812,0.00196676,0.0001378496,0.000008789145,0.00002195735,0.03530375],"genre_scores_gemma":[0.9949459,0.000005064373,0.00006730639,0.00005148718,0.001433249,0.000009986518,3.805835e-7,0.00001633282,0.003470324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1448066,"threshold_uncertainty_score":0.999685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08064724700387836,"score_gpt":0.445004264186723,"score_spread":0.3643570171828446,"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."}}