{"id":"W4280495611","doi":"10.1007/s00455-022-10460-2","title":"Videofluoroscopic Swallowing Study Features and Resting-State Functional MRI Brain Activity for Assessing Swallowing Differences in Patients with Mild Cognitive Impairment and Risk of Dysphagia","year":2022,"lang":"en","type":"article","venue":"Dysphagia","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Swallowing; Medicine; Dysphagia; Montreal Cognitive Assessment; Cognition; Magnetic resonance imaging; Audiology; Functional magnetic resonance imaging; Temporal lobe; Internal medicine; Cognitive impairment; Physical therapy; Surgery; Radiology; Epilepsy; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00177015,0.0003412604,0.0005787709,0.0002902907,0.001511811,0.00005881064,0.0001419943,0.00006815614,0.00007963872],"category_scores_gemma":[0.0002109881,0.0002964725,0.00004799036,0.0003479213,0.00009049376,0.0004626915,0.0005229034,0.0007725556,8.582537e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002225971,"about_ca_system_score_gemma":0.0001890709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000712328,"about_ca_topic_score_gemma":0.000528121,"domain_scores_codex":[0.9963936,0.001055153,0.0005685524,0.0006973477,0.0006616405,0.0006236659],"domain_scores_gemma":[0.9971086,0.001869085,0.0005408986,0.0002046117,0.0001468999,0.0001299543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001172471,0.0008318561,0.9894411,0.0002493934,0.0005034462,0.00000857035,0.005146339,0.00005240522,0.0000378069,0.00003547168,0.0004199723,0.002101184],"study_design_scores_gemma":[0.01045543,0.001510145,0.9751989,0.0002535935,0.0003089737,3.450216e-7,0.01139361,0.0003973052,0.00001789569,0.0001461995,0.00003080869,0.0002867511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932938,0.0001562906,0.00104979,0.0002111405,0.000490253,0.004485485,0.0001069921,0.00005957465,0.0001467257],"genre_scores_gemma":[0.9973184,0.00001758983,0.000667566,0.0001947029,0.00003136629,0.001052863,0.00005554526,0.00004291804,0.0006190158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01424214,"threshold_uncertainty_score":0.9999487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02676627662170131,"score_gpt":0.3410466020609757,"score_spread":0.3142803254392744,"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."}}