{"id":"W6999198266","doi":"","title":"Characterizing Formants Through Straight-Line Approximations Without Explicit Formant Tracking","year":2022,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Logic, programming, and type systems","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Formant; Tracking (education); Approximations of π; Interpolation (computer graphics); Approximation theory","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008824487,0.0008907812,0.0006314694,0.001353364,0.0007746392,0.003272391,0.001087994,0.0009256727,0.006033897],"category_scores_gemma":[0.005198178,0.0006343963,0.0008827645,0.0009367143,0.001139786,0.003718714,0.001384764,0.001429012,0.003196166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008272416,"about_ca_system_score_gemma":0.001113618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006072158,"about_ca_topic_score_gemma":0.00763724,"domain_scores_codex":[0.9990681,0.0001626987,0.00006360256,0.0003123668,0.0002803005,0.0001128858],"domain_scores_gemma":[0.9979268,0.0009829083,0.0002362292,0.0004478086,0.0003428509,0.00006331942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005347338,0.00012687,0.004252533,0.000261452,0.00007293514,0.0002300988,0.0009260768,0.1648753,0.1072621,0.1209758,0.002692115,0.5977899],"study_design_scores_gemma":[0.0000120008,0.0000589594,0.001036545,0.00005186503,0.00002716361,0.0001380021,0.0001892449,0.9002419,0.02383839,0.06845707,0.005909433,0.00003947459],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008597062,0.0000271826,0.9890984,0.00001603414,0.00001046989,0.00001434973,0.00007816744,0.0007415273,0.001416771],"genre_scores_gemma":[0.3060539,0.0001702916,0.6881959,0.00003456465,0.00002509266,0.00006308468,0.0004816267,0.0006708342,0.004304691],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006072158,"threshold_uncertainty_score":0.02018541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04508306924924008,"score_gpt":0.2554555882712073,"score_spread":0.2103725190219672,"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."}}