{"id":"W2032475270","doi":"10.1002/hed.23066","title":"Fiber‐optic endoscopic evaluation of swallowing (FEES): Predictor of swallowing‐related complications in the head and neck cancer population","year":2012,"lang":"en","type":"article","venue":"Head & Neck","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"","keywords":"Medicine; Swallowing; Dysphagia; Head and neck cancer; Aspiration pneumonia; Adverse effect; Population; Airway; Incidence (geometry); Airway obstruction; Gastrostomy; Cancer; Pneumonia; Surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.001568531,0.0001359022,0.0002711126,0.0001407916,0.0002162789,0.000006344616,0.0001413515,0.0001098459,0.0004070901],"category_scores_gemma":[0.0001029647,0.0001096843,0.00004823898,0.00033031,0.00003359203,0.0002841496,0.00007179726,0.0002541035,0.00002687474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001963605,"about_ca_system_score_gemma":0.0001166169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002185845,"about_ca_topic_score_gemma":0.0006038441,"domain_scores_codex":[0.9976709,0.0005573051,0.0007087446,0.0001868523,0.0005168457,0.0003593313],"domain_scores_gemma":[0.9988997,0.0002582001,0.0003034217,0.0003347965,0.0001399762,0.00006389143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001714928,0.0002116296,0.9847953,0.000317032,0.00006350127,1.941221e-7,0.005635734,0.0002201196,0.0003571911,0.005297177,0.0005817956,0.002503214],"study_design_scores_gemma":[0.00182128,0.00006068103,0.9906452,0.0006304874,0.0001955106,2.431507e-7,0.0007543223,0.004215874,0.0000150899,0.0005099291,0.001070736,0.00008064787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887753,0.0009598751,0.00002223975,0.00106432,0.0003902858,0.001988303,0.00001124559,0.00003033088,0.006758153],"genre_scores_gemma":[0.9981806,0.00005652342,0.0005501127,0.0001756866,0.00006863378,0.000485106,0.00008787611,0.00001723482,0.0003782484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009405332,"threshold_uncertainty_score":0.4472796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08654883163989144,"score_gpt":0.4397340688309772,"score_spread":0.3531852371910857,"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."}}