{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003945835,0.0001711239,0.0004669713,0.00008497294,0.00009357996,0.000007111921,0.0002249143,0.00006489207,0.0002641801],"category_scores_gemma":[0.00005886368,0.0001113151,0.00007586331,0.0003279821,0.000319662,0.00006328335,0.0001469204,0.000253716,0.00007049217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005646377,"about_ca_system_score_gemma":0.0001191157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005367519,"about_ca_topic_score_gemma":0.0004448721,"domain_scores_codex":[0.9985754,0.0001025771,0.0003329567,0.0002666124,0.0003333353,0.0003891078],"domain_scores_gemma":[0.9992004,0.0001233132,0.00007554834,0.0003950615,0.00009988918,0.0001057791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001869737,0.0004782949,0.9515041,0.0003993045,0.00005223097,0.0004098594,0.003723393,0.000003322896,0.03311643,0.0001074896,0.006723815,0.001612007],"study_design_scores_gemma":[0.003537336,0.002082768,0.9534533,0.0001218173,0.0001048624,0.0000465856,0.0002803174,0.0001151738,0.03258782,0.00001821191,0.007493493,0.0001583308],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719173,0.001127175,0.0000114902,0.001042931,0.0002227297,0.0004161633,0.00001154822,0.00003742518,0.02521324],"genre_scores_gemma":[0.9977823,0.00008845297,0.0001448343,0.0004446042,0.0002648077,0.00002466664,0.0000045639,0.00002302257,0.001222726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02586502,"threshold_uncertainty_score":0.4539298,"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."}}