{"id":"W2162882562","doi":"10.1109/iembs.2008.4649276","title":"Comparison of flow-sound relationship for different features of tracheal sound","year":2008,"lang":"en","type":"article","venue":"","topic":"Phonocardiography and Auscultation Techniques","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Logarithm; Flow (mathematics); Expiration; Feature (linguistics); Linear model; Mathematics; Sound (geography); Acoustics; Bioacoustics; Speech recognition; Computer science; Statistics; Mathematical analysis; Physics; Respiratory system; Medicine; Geometry; Anatomy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001051777,0.0003736984,0.0004908539,0.00145833,0.0001248577,0.0005799836,0.0001674508,0.0007277373,0.0006675345],"category_scores_gemma":[0.007900464,0.000186032,0.0004633013,0.0005382138,0.0002501739,0.0007495985,0.0002550604,0.0003931324,0.0002385578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001226197,"about_ca_system_score_gemma":0.000122051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005887235,"about_ca_topic_score_gemma":0.0003838147,"domain_scores_codex":[0.9996464,0.00008418363,0.00003117594,0.00008984996,0.0001055916,0.00004278156],"domain_scores_gemma":[0.9953301,0.003638754,0.0003345359,0.0001477912,0.0004506919,0.000098253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003196844,0.0002975196,0.3131638,0.0009538531,0.0005784357,0.001299462,0.0009886903,0.04642141,0.3190327,0.0007561107,0.0006549649,0.3126563],"study_design_scores_gemma":[0.00005180981,0.001473365,0.762502,0.00005087079,0.0002593363,0.002161019,0.0003582259,0.1789906,0.05177546,0.0008658272,0.001379485,0.000132149],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9439182,0.001036482,0.0532213,0.00007921034,0.00003276254,0.00003564955,0.0002461007,0.0004468263,0.000983513],"genre_scores_gemma":[0.9917445,0.0002430185,0.0074165,0.00001452511,0.00002593429,0.00001339587,0.0002943128,0.00004273778,0.0002052065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00145833,"threshold_uncertainty_score":0.005562425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09642119135362935,"score_gpt":0.3763397097710312,"score_spread":0.2799185184174018,"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."}}