{"id":"W3095972319","doi":"10.1016/j.jtcvs.2020.10.077","title":"Commentary: Don't stop operating! Surgery is still an important part of the definitive treatment approach to esophageal squamous cell carcinoma after neoadjuvant chemoradiation therapy","year":2020,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Esophageal cancer; Chemoradiotherapy; Esophagectomy; Esophageal squamous cell carcinoma; Esophagus; Neoadjuvant therapy; Biopsy; Pathological; Oncology; Carcinoma; Radiology; 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":[0.003103291,0.0007875106,0.001442944,0.0007431107,0.004187785,0.002928475,0.001983634,0.06015811,0.00720999],"category_scores_gemma":[0.02465588,0.0007619388,0.001291459,0.0008355046,0.002416521,0.003478052,0.001434121,0.04664674,0.006311652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005791572,"about_ca_system_score_gemma":0.007115372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009121904,"about_ca_topic_score_gemma":0.01528584,"domain_scores_codex":[0.997142,0.0009050107,0.0003725814,0.0003573082,0.0007482591,0.0004748277],"domain_scores_gemma":[0.9914985,0.004499158,0.0007124876,0.000169177,0.001588343,0.00153231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006674019,0.00002850513,0.0005428445,0.00006440458,0.00001606545,0.001742754,0.0001356562,0.00005767488,0.0001187088,0.0009899216,0.9924802,0.00375662],"study_design_scores_gemma":[0.0002896049,0.0001502548,0.002489553,0.0007950373,0.0001036414,0.004641234,0.0009218619,0.0007020135,0.00027888,0.006895169,0.9825892,0.0001435553],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003128336,0.0004874377,0.00003760878,0.9759082,0.02177258,0.000008027428,0.00004198985,0.00001282096,0.001418498],"genre_scores_gemma":[0.002594559,0.000536881,0.0001063168,0.9582469,0.03502573,0.0000273723,0.00002574559,0.00001527952,0.003421069],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06015811,"threshold_uncertainty_score":0.04202104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03737134342966347,"score_gpt":0.2781982806560869,"score_spread":0.2408269372264235,"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."}}