{"id":"W2160572911","doi":"10.1109/iembs.2009.5335292","title":"Formant analysis of breath and snore sounds","year":2009,"lang":"en","type":"article","venue":"","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Formant; Speech recognition; Acoustics; Computer science; Audiology; 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":[0.00004132768,0.00003886683,0.0001678044,0.0001352103,0.00001226146,0.000003040969,0.00001589307,0.00002421758,0.000172147],"category_scores_gemma":[0.000007551767,0.00002654102,0.00006235277,0.0002641559,0.0000149994,0.0000319316,0.000004138269,0.00002582914,0.000002350638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003803738,"about_ca_system_score_gemma":0.00001030679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005716884,"about_ca_topic_score_gemma":0.00007611384,"domain_scores_codex":[0.9996974,0.000002150081,0.00008731425,0.00006387389,0.0000798952,0.00006937084],"domain_scores_gemma":[0.9998096,0.00000688787,0.00001664586,0.0001023747,0.00002441082,0.00004012892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002202863,0.0005480787,0.8177519,0.00007520649,0.002326684,0.00003143161,0.002267477,0.00002178944,0.006302169,0.00853446,0.007847138,0.1540734],"study_design_scores_gemma":[0.0008040939,0.0003962993,0.990797,0.00000956225,0.001832818,0.00001020533,0.0008170226,0.002154685,0.000884032,0.0004270767,0.001799805,0.00006741377],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9347404,0.0001366464,0.0003052035,0.001342245,0.000003809481,0.00004234867,0.000001164002,0.00001470376,0.06341351],"genre_scores_gemma":[0.9962291,0.00008737927,0.0003713748,0.0009410783,0.000007292646,3.095186e-7,0.00001259204,0.00000148172,0.002349462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1730451,"threshold_uncertainty_score":0.1884889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008794129413895645,"score_gpt":0.2780687058243632,"score_spread":0.2692745764104675,"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."}}