{"id":"W2055311364","doi":"10.1007/s11517-012-0938-0","title":"Characteristics of the swallowing sounds recorded in the ear, nose and on trachea","year":2012,"lang":"en","type":"article","venue":"Medical & Biological Engineering & Computing","topic":"Infant Health and Development","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Riverview Hospital; University of Manitoba","funders":"","keywords":"Swallowing; Nose; Breathing; Medicine; Audiology; Octave (electronics); Acoustics; Anatomy; Surgery; Physics","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":[0.003105825,0.0001261591,0.0002601872,0.00003729065,0.0002488277,0.000003773023,0.0002330688,0.0002484963,0.00007336766],"category_scores_gemma":[0.00246321,0.00006103779,0.0000405528,0.0001818884,0.00005588026,0.00001797174,0.0001563351,0.001151323,0.00001835128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004879248,"about_ca_system_score_gemma":0.00007292071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000331363,"about_ca_topic_score_gemma":0.000001735411,"domain_scores_codex":[0.9980977,0.000322194,0.0005727356,0.0001401037,0.0002743444,0.0005928932],"domain_scores_gemma":[0.9974886,0.002072673,0.0001045072,0.0001485195,0.00002074767,0.0001650005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003480213,0.0001187376,0.9633162,0.0002295336,0.000008690966,0.000005233401,0.005844114,0.00002163063,0.0001131086,0.002478705,0.0001650275,0.02766424],"study_design_scores_gemma":[0.0002724642,0.0000437465,0.9899037,0.0003784732,0.000002535984,0.000004322584,0.0002094266,0.003732843,0.000005466069,0.00001673786,0.005346099,0.00008418526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956006,0.0001183755,0.0008997915,0.001212111,0.0009753062,0.0002924529,0.0000016349,0.00003398367,0.0008657809],"genre_scores_gemma":[0.9959099,0.00003355929,0.0005650572,0.003054592,0.0004015777,0.0000129698,0.000003980715,0.000007137928,0.00001120153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02758005,"threshold_uncertainty_score":0.500199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04858365560145357,"score_gpt":0.3568106460975806,"score_spread":0.308226990496127,"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."}}