{"id":"W4200076507","doi":"10.1109/jtehm.2021.3134926","title":"A Preliminary Investigation of Similarities of High Resolution Cervical Auscultation Signals Between Thin Liquid Barium and Water Swallows","year":2021,"lang":"en","type":"article","venue":"IEEE Journal of Translational Engineering in Health and Medicine","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"North York General Hospital","funders":"National Institute of Child Health and Human Development; National Institutes of Health; Eunice Kennedy Shriver National Institute of Child Health and Human Development; University of Pittsburgh","keywords":"Dysphagia; Barium; High resolution; Auscultation; Resolution (logic); Diagnostic accuracy","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":[0.00155722,0.0004363997,0.0003113849,0.00150631,0.000386437,0.0007820745,0.0004666343,0.0009597396,0.004299265],"category_scores_gemma":[0.008682209,0.0002158379,0.00045384,0.0006902763,0.0004815345,0.0008306574,0.0006593912,0.000606645,0.001413992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001904522,"about_ca_system_score_gemma":0.0003616168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001493186,"about_ca_topic_score_gemma":0.001768726,"domain_scores_codex":[0.999023,0.0001874996,0.0001134849,0.0002388406,0.0003319476,0.0001053133],"domain_scores_gemma":[0.9954044,0.001820379,0.0005101013,0.0003233258,0.001592044,0.0003497337],"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":[0.004061636,0.0006068044,0.2757562,0.001694064,0.0002203772,0.008505439,0.004976318,0.0003736436,0.53378,0.0009745722,0.002782662,0.1662683],"study_design_scores_gemma":[0.00006414035,0.004717946,0.9036455,0.0001840057,0.0002532418,0.01989843,0.003684435,0.001782781,0.04961623,0.0004696745,0.01559726,0.00008644332],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631763,0.004524524,0.01639796,0.0006806244,0.0003075823,0.0005472161,0.001516508,0.0002192403,0.01263008],"genre_scores_gemma":[0.9784282,0.001758001,0.01423494,0.0004255536,0.0001406622,0.0002007248,0.001502215,0.00004470701,0.003265055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004299265,"threshold_uncertainty_score":0.01438242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04325569002032652,"score_gpt":0.3478153760916518,"score_spread":0.3045596860713252,"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."}}