{"id":"W2980041360","doi":"10.1109/embc.2019.8857889","title":"Comparison of Silence Removal Methods for the Identification of Audio Cough Events","year":2019,"lang":"en","type":"article","venue":"","topic":"Respiratory and Cough-Related Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Segmentation; Computer science; Noise (video); Term (time); Artificial intelligence; Speech recognition; Pattern recognition (psychology)","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":[0.001529447,0.00005267568,0.0002184955,0.00004223223,0.00003331106,0.000002924551,0.0001487226,0.00006545582,0.0002261535],"category_scores_gemma":[0.0002808285,0.0000313304,0.00008809983,0.0001685534,0.00005798246,0.00004248619,0.00002519405,0.0001192589,0.00002507659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001425533,"about_ca_system_score_gemma":0.00007432835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001729303,"about_ca_topic_score_gemma":5.949371e-7,"domain_scores_codex":[0.9989847,0.0001043758,0.0004227842,0.0001270171,0.000255198,0.0001059586],"domain_scores_gemma":[0.9986246,0.0005271639,0.0001724435,0.0003791945,0.000268277,0.00002827356],"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":[0.0004552496,0.0001884675,0.0199357,0.0003152179,0.0001275115,2.902308e-7,0.0004043209,0.000145401,0.9123096,0.001929607,0.000996582,0.06319202],"study_design_scores_gemma":[0.001036186,0.0004399076,0.03997986,0.00009638095,0.0001038019,0.000004859685,0.001353812,0.0234541,0.9238344,0.000378402,0.009261002,0.0000572535],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9048084,0.00144472,0.08720977,0.0004365833,0.000255304,0.001278885,0.00000401116,0.00001497908,0.004547366],"genre_scores_gemma":[0.9864592,0.00003169811,0.005003945,0.0000388955,0.00002194364,0.00001810799,0.000003340105,0.000006798928,0.008416074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08220582,"threshold_uncertainty_score":0.2476222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09813497763753481,"score_gpt":0.5064641129286453,"score_spread":0.4083291352911105,"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."}}