{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01218515,0.0007325596,0.0006811075,0.003436772,0.0005376127,0.001136638,0.000755456,0.001099735,0.001570076],"category_scores_gemma":[0.03134665,0.0002824005,0.0005645078,0.001228444,0.001477507,0.001179744,0.0008956225,0.0005232958,0.0008120125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003215877,"about_ca_system_score_gemma":0.0005807879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002238258,"about_ca_topic_score_gemma":0.002612817,"domain_scores_codex":[0.9946334,0.00186282,0.001024952,0.0005682666,0.001658506,0.0002520345],"domain_scores_gemma":[0.9822872,0.007651902,0.001911853,0.001139532,0.006428681,0.0005808566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002919059,0.0005410256,0.9040476,0.0004018408,0.0001635957,0.001162796,0.001303474,0.0005913007,0.05567129,0.0001701331,0.0003457045,0.03268208],"study_design_scores_gemma":[0.0001747696,0.004080468,0.9289659,0.0001694222,0.0003879967,0.006755303,0.001516133,0.01218471,0.04238154,0.0002038493,0.00310522,0.00007466471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849501,0.000772526,0.008192553,0.00007097833,0.00009113033,0.0005189067,0.0003559235,0.00007445044,0.00497352],"genre_scores_gemma":[0.9905785,0.0003825346,0.00775379,0.00006668986,0.00003632392,0.0001786539,0.0003696229,0.00003071845,0.0006031961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01218515,"threshold_uncertainty_score":0.06444198,"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."}}