{"id":"W2890193737","doi":"10.1002/lary.27290","title":"Predictors of gastrostomy tube dependence in surgically managed oropharyngeal squamous cell carcinoma","year":2018,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Center for Advancing Translational Sciences","keywords":"Medicine; Transoral robotic surgery; Perioperative; Surgery; Gastrostomy tube; Glossectomy; Gastrostomy; Feeding tube; Stage (stratigraphy); Odds ratio; Adjuvant; Tongue; 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":[0.000336617,0.0001655055,0.0001858446,0.0003876681,0.0002709453,0.0004459284,0.000278818,0.0003406988,0.001207718],"category_scores_gemma":[0.002277306,0.000153264,0.00030323,0.0005930809,0.0002431807,0.0002724937,0.0003289808,0.0004850192,0.0001058393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001823647,"about_ca_system_score_gemma":0.0004275925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002142157,"about_ca_topic_score_gemma":0.003398104,"domain_scores_codex":[0.9997688,0.00005355118,0.00004013981,0.00003490715,0.00005241318,0.00005009483],"domain_scores_gemma":[0.9981488,0.000412276,0.001082217,0.00005194491,0.0001028258,0.0002020548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002874239,0.000009928701,0.9995688,0.000002370987,0.000006536269,0.00003885053,0.000007316756,0.00001362955,0.00005196258,0.000001944645,0.00001237999,0.0002575681],"study_design_scores_gemma":[0.00000343827,0.00007542396,0.9989719,0.000005032647,0.00001732129,0.000454223,0.0001362286,0.0001965445,0.00006581569,0.000007965009,0.00006446218,0.000001649212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996169,0.0001564594,0.00002954433,0.00001871549,0.000002547299,0.000002807371,0.00006988559,9.838853e-7,0.0001022346],"genre_scores_gemma":[0.9997416,0.00006972109,0.00003727181,0.000007409362,0.000004610302,0.000002176378,0.0001117936,5.583897e-7,0.00002476087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002142157,"threshold_uncertainty_score":0.004259348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0140355947248948,"score_gpt":0.2583407820160221,"score_spread":0.2443051872911273,"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."}}