{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001494767,0.0000857803,0.000372809,0.0002356069,0.00005443401,0.000001454163,0.00003623719,0.00008380049,0.00002628628],"category_scores_gemma":[0.0001112145,0.00006569324,0.00002332151,0.000114792,0.00004451053,0.0001507058,0.000009622005,0.0002902854,1.044199e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003791639,"about_ca_system_score_gemma":0.0002255329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001069929,"about_ca_topic_score_gemma":0.00001600153,"domain_scores_codex":[0.9981673,0.0001832606,0.001078575,0.00008777678,0.0003191886,0.0001639509],"domain_scores_gemma":[0.9987823,0.000521717,0.0002687378,0.00004640161,0.0002349787,0.0001458274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.005887512,0.0004033705,0.2243506,0.0705632,0.001017455,0.0000837042,0.1807918,0.4072677,0.07649095,0.02658896,0.002173035,0.004381788],"study_design_scores_gemma":[0.0100977,0.00439322,0.9296184,0.009696089,0.0002298485,0.00001887813,0.003314617,0.03374416,0.003351984,0.004002284,0.001282285,0.000250593],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9594407,0.001868043,0.02217351,0.01594662,0.0002849351,0.000252346,0.000007168144,0.000006203111,0.00002045568],"genre_scores_gemma":[0.9954654,0.0006694646,0.003331999,0.0002108512,0.0002362988,0.000005728941,0.00004416672,0.000007792783,0.00002827441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7052678,"threshold_uncertainty_score":0.2678893,"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."}}