{"id":"W3126541686","doi":"10.22158/sll.v5n1p46","title":"Phonology and Phonetics of L2 Telugu English","year":2021,"lang":"en","type":"article","venue":"Studies in Linguistics and Literature","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; McGill University","funders":"","keywords":"Obstruent; Linguistics; Telugu; Vowel; Phonology; Phonetics; Context (archaeology); Mathematics; Computer science; History; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.0002083364,0.0001399702,0.0003617445,0.0001082228,0.0000615411,0.00002150291,0.00008185239,0.0002174691,0.00004367631],"category_scores_gemma":[0.002891534,0.0001275159,0.00002576629,0.0002814372,0.0005390751,0.000005290773,0.0002418757,0.0004577509,0.00000154821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009565442,"about_ca_system_score_gemma":0.00003273515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001378678,"about_ca_topic_score_gemma":0.00004507279,"domain_scores_codex":[0.9989477,0.0001090912,0.0002652011,0.0003265644,0.00007589645,0.0002755403],"domain_scores_gemma":[0.9985573,0.0004087486,0.0000562453,0.0002490919,0.0006754412,0.00005312007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003621328,0.0006013234,0.05803657,0.0009948799,0.00103652,0.002594884,0.6714631,0.000004205241,0.001278372,0.2342867,0.02282547,0.006515881],"study_design_scores_gemma":[0.007863598,0.001537812,0.2089042,0.001346184,0.0002327349,0.0004640613,0.06229119,0.0001127985,0.00305774,0.1110527,0.6017466,0.00139036],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7765585,0.1885812,0.000004027522,0.0001680585,0.004994452,0.000121973,0.0001220979,0.00001713038,0.02943265],"genre_scores_gemma":[0.986784,0.01051313,0.0008127122,0.0001255031,0.0005827677,0.00001063748,0.00001552561,0.00001272615,0.001143021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6091719,"threshold_uncertainty_score":0.5199947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04393759829105044,"score_gpt":0.3984889576108697,"score_spread":0.3545513593198193,"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."}}