{"id":"W2081832718","doi":"10.3747/co.19.892","title":"What Is the Optimal Management of Dysphagia in Metastatic Esophageal Cancer?","year":2012,"lang":"en","type":"article","venue":"Current Oncology","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal General Hospital","funders":"","keywords":"Medicine; Dysphagia; Esophageal cancer; Swallowing; Radiation therapy; Surgery; Palliative care; Stent; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004735138,0.0001369141,0.000405968,0.00009325014,0.00003050409,0.000004565702,0.0001376648,0.00006269627,0.0005532706],"category_scores_gemma":[0.00001060054,0.00008976815,0.00008342443,0.0002221581,0.0001775696,0.0001362555,0.0001129113,0.0002839555,0.00007023614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001287139,"about_ca_system_score_gemma":0.00006321926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001484415,"about_ca_topic_score_gemma":0.000008490014,"domain_scores_codex":[0.9987532,0.0001446577,0.0003497711,0.0001849086,0.0001601882,0.0004072911],"domain_scores_gemma":[0.9993766,0.0001037306,0.0001270579,0.0002429406,0.0000444172,0.0001052565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004237311,0.002911262,0.2617093,0.00103332,0.0003815884,0.0004254582,0.008296859,0.0000300568,0.0001663237,0.005999009,0.005579641,0.7130435],"study_design_scores_gemma":[0.007234601,0.001267852,0.8708095,0.0005417903,0.00118751,0.000314147,0.004789433,0.0005799429,0.002321375,0.000490227,0.1101754,0.0002882188],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8963436,0.09417775,0.0001214316,0.003919246,0.003603039,0.0006775061,0.00001144585,0.00001837024,0.001127562],"genre_scores_gemma":[0.9913222,0.006318831,0.0007502565,0.0006554242,0.0001929906,0.0001567638,0.00001229575,0.00001292619,0.0005783794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7127553,"threshold_uncertainty_score":0.6057925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1135302953601431,"score_gpt":0.438007741924298,"score_spread":0.3244774465641549,"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."}}