{"id":"W2089400706","doi":"10.4236/jbise.2012.55031","title":"Snoring sounds’ statistical characteristics depend on anthropometric parameters","year":2012,"lang":"en","type":"article","venue":"Journal of Biomedical Science and Engineering","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Riverview Hospital; University of Manitoba","funders":"","keywords":"Obstructive sleep apnea; Anthropometry; Medicine; Body mass index; Kurtosis; Polysomnography; Formant; Audiology; Skewness; Apnea; Statistics; Mathematics; Internal medicine; Speech recognition; Computer science","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":[0.0005827592,0.0003353541,0.0002862844,0.0006556395,0.0001486939,0.0003608237,0.00009026102,0.000228878,0.0009318011],"category_scores_gemma":[0.003009937,0.0001155124,0.0002569548,0.0003728904,0.0002111766,0.0003196348,0.0002007875,0.0001762005,0.000314024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006011474,"about_ca_system_score_gemma":0.00007111957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007595939,"about_ca_topic_score_gemma":0.001172175,"domain_scores_codex":[0.9995788,0.00006015386,0.00007400477,0.0000951585,0.0001526397,0.00003921535],"domain_scores_gemma":[0.9982228,0.0009974722,0.0002993487,0.0001243006,0.0002798282,0.0000762143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005099729,0.00008067882,0.8304226,0.0001226674,0.0001671993,0.0003109548,0.0003452343,0.001144613,0.0809899,0.00007779076,0.0002110948,0.08561739],"study_design_scores_gemma":[0.000002828355,0.0001253314,0.993278,0.000006600947,0.0000289311,0.0003908959,0.00014432,0.00238015,0.003401844,0.00005280644,0.0001792183,0.000009017298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923916,0.0002070232,0.006221639,0.00002079087,0.00001175842,0.00002564828,0.0002763972,0.00005812831,0.0007871116],"genre_scores_gemma":[0.9962758,0.0001256886,0.00281853,0.00001595623,0.00001202957,0.00002536359,0.0004588439,0.00001029944,0.0002575504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009318011,"threshold_uncertainty_score":0.003117204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02372034322286666,"score_gpt":0.3125054751198061,"score_spread":0.2887851318969395,"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."}}