{"id":"W2099995101","doi":"10.1109/iembs.2005.1616117","title":"Glottal Waves via Inverse Filtering of Vowel Sounds","year":2005,"lang":"en","type":"article","venue":"","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Vocal tract; Vowel; Acoustics; Inverse filter; Glottis; Residual; Inverse; Mathematics; Speech recognition; Acoustic wave; Computer science; Physics; Larynx; Medicine; Anatomy; Algorithm; Geometry","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":[0.00004879428,0.00006468243,0.000127294,0.00005218826,0.00001677043,0.000003532514,0.00003974458,0.00003987503,0.001307916],"category_scores_gemma":[0.00002046634,0.00005226005,0.00006257003,0.00006926201,0.00003788386,0.00007908079,0.00002210577,0.00005603714,0.0001408686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001531386,"about_ca_system_score_gemma":0.00002111299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001092488,"about_ca_topic_score_gemma":0.0002432584,"domain_scores_codex":[0.9995238,0.000004359041,0.0001337936,0.0000917122,0.0001212661,0.0001251085],"domain_scores_gemma":[0.9997345,0.00001054765,0.00002303843,0.0001448737,0.00002621401,0.00006083181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004460714,0.001269525,0.07732185,0.0005464981,0.0004210525,0.00007735535,0.007461861,0.0001636086,0.6086636,0.001330846,0.09948082,0.202817],"study_design_scores_gemma":[0.01313963,0.001855277,0.1541075,0.0003244327,0.0004420859,0.0003471092,0.00770459,0.02840679,0.4385431,0.001138814,0.3529004,0.001090246],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9120947,0.00005815763,0.001151297,0.001684966,0.00004459115,0.00008003385,0.000001210286,0.00005125879,0.08483383],"genre_scores_gemma":[0.9816002,0.00002480993,0.005651029,0.0009819225,0.00009433901,0.000001545818,0.000005380149,0.000009130915,0.01163167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2534196,"threshold_uncertainty_score":0.999605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0140756231682144,"score_gpt":0.2653172104601119,"score_spread":0.2512415872918975,"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."}}