{"id":"W4390743755","doi":"10.1080/01635581.2024.2301796","title":"Enhancing Nutrition Support for Esophageal Cancer Patients: Understanding Factors Influencing Feeding Tube Utilization","year":2024,"lang":"en","type":"article","venue":"Nutrition and Cancer","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research; Sunnybrook Health Science Centre","funders":"","keywords":"Dysphagia; Medicine; Feeding tube; Logistic regression; Parenteral nutrition; Tube (container); Retrospective cohort study; Esophageal cancer; Surgery; Multivariate analysis; Cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007255061,0.0001996705,0.0002409475,0.0006716832,0.0002529778,0.0007932769,0.0002445178,0.0004703686,0.001016241],"category_scores_gemma":[0.006025461,0.0001192171,0.0003090503,0.0005932825,0.0001400516,0.0008544857,0.00035285,0.0005174882,0.0001344701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003426715,"about_ca_system_score_gemma":0.0009765187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003471323,"about_ca_topic_score_gemma":0.005941826,"domain_scores_codex":[0.999679,0.0001094232,0.0000498841,0.00003052362,0.00006443795,0.00006666368],"domain_scores_gemma":[0.9980351,0.0006911963,0.0009288471,0.00002301181,0.0001325118,0.0001892833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002653547,0.00006663844,0.9929423,0.00003364307,0.00002007544,0.00005123155,0.0000829965,0.0000557789,0.0000607355,0.00001563511,0.0001575982,0.006486857],"study_design_scores_gemma":[0.000004491066,0.0001611347,0.9973894,0.00009958856,0.00004275178,0.000292917,0.0007328599,0.0006089245,0.0001113409,0.0000453544,0.0005060037,0.000005147717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994787,0.00234075,0.0002443692,0.001292319,0.00001395572,0.00002395612,0.0001645236,0.000007777637,0.00112529],"genre_scores_gemma":[0.9980434,0.001181101,0.0004480414,0.0000989389,0.0000153186,0.00001015114,0.0001109527,0.000001263428,0.00009082451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003471323,"threshold_uncertainty_score":0.006902218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06083524013880525,"score_gpt":0.3390766889270203,"score_spread":0.278241448788215,"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."}}