{"id":"W2002731649","doi":"10.1007/s00455-010-9282-4","title":"Voice-quality Abnormalities as a Sign of Dysphagia: Validation against Acoustic and Videofluoroscopic Data","year":2010,"lang":"en","type":"article","venue":"Dysphagia","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":74,"is_retracted":false,"has_abstract":false,"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital; Hamilton Health Sciences; Health Sciences Centre; University of Toronto; Toronto Rehabilitation Institute","funders":"Ontario Ministry of Research and Innovation; Toronto Rehabilitation Institute; Ontario Centres of Excellence","keywords":"Dysphagia; Medicine; Swallowing; Audiology; Otorhinolaryngology; Phonation; Radiology; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002661527,0.0003228803,0.0005407705,0.0001711819,0.0005637163,0.00004829446,0.0007297947,0.0003029211,0.001238033],"category_scores_gemma":[0.0008082762,0.0003012074,0.00004669031,0.0002738275,0.000227262,0.0008572075,0.0009771531,0.0008828752,0.0003954292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005512496,"about_ca_system_score_gemma":0.0003618129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006662866,"about_ca_topic_score_gemma":0.0004851104,"domain_scores_codex":[0.9964607,0.0005078976,0.001114968,0.0006601282,0.0005756077,0.0006806792],"domain_scores_gemma":[0.9964433,0.0009236367,0.0006378293,0.001500934,0.0002576455,0.0002367055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006941801,0.001349103,0.4817096,0.009275171,0.002053034,0.0001173734,0.01244428,0.00008752226,0.1915351,0.1297632,0.1211222,0.04984914],"study_design_scores_gemma":[0.01125136,0.0007079345,0.7337496,0.0008018002,0.001543446,0.00001151015,0.01582463,0.003926957,0.01051984,0.01100336,0.2083218,0.002337833],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9542465,0.0003140213,0.002746632,0.0009444488,0.002880889,0.001732907,0.0002625433,0.0002426442,0.03662941],"genre_scores_gemma":[0.9876688,0.0002089302,0.00224347,0.001268616,0.000265862,0.0001275651,0.0005567655,0.00004794729,0.007612076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.25204,"threshold_uncertainty_score":0.999944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0656431152848824,"score_gpt":0.4339134533787209,"score_spread":0.3682703380938386,"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."}}