{"id":"W2791830423","doi":"10.1016/j.bjorl.2017.12.008","title":"Diagnostic validity of methods for assessment of swallowing sounds: a systematic review","year":2018,"lang":"en","type":"review","venue":"Brazilian Journal of Otorhinolaryngology","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Swallowing; Dysphagia; Medicine; Receiver operating characteristic; Gold standard (test); Audiology; Physical therapy; Physical medicine and rehabilitation; Surgery; Radiology; Internal medicine","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01683986,0.0006467292,0.009622167,0.0007174003,0.0002222372,0.00001072489,0.00148794,0.0006386834,0.0003268005],"category_scores_gemma":[0.00926065,0.0004625517,0.00234415,0.0004865657,0.0001830233,0.000233892,0.000378123,0.001229559,0.00001936378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004532118,"about_ca_system_score_gemma":0.002310686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000661523,"about_ca_topic_score_gemma":0.000003695495,"domain_scores_codex":[0.9818036,0.009239392,0.00735952,0.0004281457,0.0004792216,0.0006901206],"domain_scores_gemma":[0.9678774,0.01611938,0.01346529,0.0009966978,0.001312606,0.000228625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000009119401,0.0001840538,0.0002699494,0.9806808,0.002296464,0.00001478651,0.00009728409,1.08685e-7,0.000001612204,0.001318228,0.008746284,0.006381258],"study_design_scores_gemma":[0.0006366638,0.0008894519,0.0001079815,0.6478663,0.01681953,0.00005747651,0.00008318901,0.00000689838,6.942909e-7,0.0002990496,0.3329518,0.0002809254],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001086244,0.9546732,0.03172472,0.00008291149,0.003102763,0.009470874,0.00005744999,0.00001805006,0.0008592243],"genre_scores_gemma":[0.0000199339,0.9561237,0.04168129,0.0002393161,0.0004336026,0.0008218905,0.00004033957,0.00009727598,0.0005427129],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3328145,"threshold_uncertainty_score":0.9997826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1786294499252497,"score_gpt":0.5506242493227158,"score_spread":0.371994799397466,"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."}}