{"id":"W4205667249","doi":"10.21037/jgo-21-685","title":"Application of low anterior mediastinal tracheostomy for locally advanced cervicothoracic esophageal cancer undergoing total laryngopharyngoesophagectomy: a case report","year":2021,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Oncology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Dysphagia; Esophageal cancer; Stage (stratigraphy); Malignancy; Gastrostomy; Esophagectomy; Anastomosis; Open biopsy; Lumen (anatomy)","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":[0.000714744,0.0002811625,0.001084302,0.0002583735,0.0000963061,0.00001695545,0.0001365061,0.0000947133,0.0001401283],"category_scores_gemma":[0.001137922,0.0002433892,0.0004494831,0.0003716037,0.0001926589,0.0002084413,0.00007102517,0.0005515264,0.000003177821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008370939,"about_ca_system_score_gemma":0.004624004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004672446,"about_ca_topic_score_gemma":0.0001906236,"domain_scores_codex":[0.9970726,0.0001549091,0.001335124,0.0003875663,0.0005264489,0.0005233798],"domain_scores_gemma":[0.9951212,0.0007574236,0.001331518,0.0002923506,0.001964805,0.000532691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.01228816,0.002350796,0.06131936,0.001640246,0.0004654154,0.7822001,0.0001877941,0.0005291371,0.04811766,0.00005928298,0.0001885879,0.09065345],"study_design_scores_gemma":[0.01007508,0.0132402,0.03083561,0.001296783,0.0004614796,0.921698,0.000313229,0.00128114,0.02046002,0.00009552089,0.00009911902,0.0001437991],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9395473,0.008472894,0.04785556,0.00272531,0.0002809626,0.0008835237,0.00006854973,0.00002781574,0.0001380708],"genre_scores_gemma":[0.9269037,0.00009148098,0.07179274,0.0001893313,0.0006371573,0.00009213384,0.00002648415,0.00004423782,0.0002227324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1394979,"threshold_uncertainty_score":0.9925125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01819998642027112,"score_gpt":0.3642061652917686,"score_spread":0.3460061788714974,"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."}}