{"id":"W3127676858","doi":"10.1097/aud.0000000000000966","title":"The Influence of Vowel Identity, Vowel Production Variability, and Consonant Environment on Envelope Following Responses","year":2021,"lang":"en","type":"article","venue":"Ear and Hearing","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Vowel; Consonant; Context (archaeology); Formant; Audiology; Mathematics; Speech recognition; Acoustics; Computer science; Geography; Physics; Medicine","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":[0.001050127,0.00006415098,0.0001093306,0.00003272575,0.0002331362,0.00003758636,0.00006825717,0.00005595031,0.00003996247],"category_scores_gemma":[0.0002857055,0.00005130652,0.0000241811,0.00006250264,0.0001828522,0.00004820122,0.0001892611,0.0001864522,0.00001787202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001277013,"about_ca_system_score_gemma":0.00003165001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002046764,"about_ca_topic_score_gemma":0.00004278937,"domain_scores_codex":[0.9990529,0.0002311017,0.0001460543,0.0002581332,0.000136302,0.0001754657],"domain_scores_gemma":[0.9993154,0.0003337974,0.00002930125,0.000257495,0.00002039046,0.00004361592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006981484,0.0003537023,0.7491646,0.00009875216,0.0003155153,0.0001184293,0.02518148,0.0001077201,0.1953491,0.01034082,0.0003976215,0.01787412],"study_design_scores_gemma":[0.0001948994,0.00007091726,0.9932911,0.00002530055,0.000009085166,0.0000270521,0.0002069368,0.000006291958,0.002522847,0.002612612,0.0009786518,0.00005429446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973533,0.0006800148,0.00001458123,0.001245486,0.0001924489,0.0001073561,0.000002418252,0.000006262202,0.0003981934],"genre_scores_gemma":[0.997832,0.0005091595,0.00008191512,0.00004388347,0.00002779646,0.000009771618,6.709878e-7,0.000006220283,0.001488567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2441265,"threshold_uncertainty_score":0.2092219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03937669382379116,"score_gpt":0.3444978234528742,"score_spread":0.305121129629083,"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."}}