{"id":"W4384926783","doi":"10.1075/jslp.22038.str","title":"Explicit pronunciation instruction in the second language classroom","year":2023,"lang":"en","type":"article","venue":"Journal of Second Language Pronunciation","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pronunciation; Obstruent; German; Voice; Psychology; Orthography; Linguistics; Test (biology); Computer science; Speech recognition","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002361492,0.0001376278,0.0002310477,0.0005521129,0.00008778505,0.00006435921,0.0003360041,0.000199705,0.002950148],"category_scores_gemma":[0.0002018601,0.0001029335,0.00009618585,0.0007595118,0.00002918095,0.0002710712,0.00003414403,0.0006994754,0.0002205781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001647996,"about_ca_system_score_gemma":0.0001057622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007343537,"about_ca_topic_score_gemma":0.001639126,"domain_scores_codex":[0.9980341,0.0003832107,0.0005886624,0.0001903017,0.0004468753,0.000356805],"domain_scores_gemma":[0.9988116,0.0002110031,0.0005029665,0.0002664626,0.0001526061,0.0000553413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0007596041,0.0005983497,0.03018803,0.0002497286,0.0003128543,0.0008754508,0.6468112,0.00005356097,0.127757,0.001899971,0.03131716,0.159177],"study_design_scores_gemma":[0.003212088,0.0005851458,0.9180261,0.00005594642,0.00003004365,0.00036247,0.06348535,0.0002918997,0.004385381,0.001677969,0.007635453,0.0002521564],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928627,0.0007025226,0.00003011734,0.00062295,0.0007434902,0.0003669695,0.00002563531,0.00002762481,0.004617997],"genre_scores_gemma":[0.9947225,0.00001894146,0.00008038055,0.0003413527,0.0006023694,0.00004408956,0.00005007389,0.0000208939,0.004119334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8878381,"threshold_uncertainty_score":0.9979613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02429435878238791,"score_gpt":0.3289959868299899,"score_spread":0.304701628047602,"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."}}