{"id":"W4280517684","doi":"10.1007/s00455-022-10456-y","title":"11th ESSD Congress, 2021","year":2022,"lang":"en","type":"article","venue":"Dysphagia","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Rehabilitation Institute; University Health Network","funders":"Barts Charity","keywords":"Medicine; Hepatology; Otorhinolaryngology; Family medicine; Internal medicine; Surgery","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008553494,0.0001770977,0.0002528142,0.0001174621,0.001760219,0.00001636322,0.0004133509,0.0000588475,0.07064313],"category_scores_gemma":[0.00004008964,0.0001769996,0.00007208594,0.0003710205,0.00004094066,0.0001424894,0.0009012643,0.0007853229,0.002433572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002743574,"about_ca_system_score_gemma":0.0002345641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001324855,"about_ca_topic_score_gemma":0.00003711864,"domain_scores_codex":[0.9974888,0.0005252042,0.0004281124,0.0003697786,0.0005226982,0.0006653854],"domain_scores_gemma":[0.9989029,0.0001855593,0.000213305,0.0004902884,0.00006881096,0.0001391212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006867405,0.0001845945,0.04579748,0.00009327225,0.0001920094,0.0001196546,0.001049535,0.00009814108,0.000130461,0.07205824,0.8732107,0.00699721],"study_design_scores_gemma":[0.001253199,0.0000781457,0.0115672,0.00001356438,0.00005676688,0.000001427902,0.003666314,0.0003680322,0.00001445816,0.001056295,0.9817101,0.0002145098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08363239,0.001563055,0.001278598,0.009549131,0.02325398,0.003359353,0.0001806772,0.0005949723,0.8765878],"genre_scores_gemma":[0.7535896,0.00009487916,0.000663513,0.004923451,0.0003998617,0.001300951,0.0001902334,0.0000583659,0.2387791],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6699572,"threshold_uncertainty_score":0.9995394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.033570323161947,"score_gpt":0.3906025526961019,"score_spread":0.3570322295341549,"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."}}