{"id":"W2766256500","doi":"10.1007/s00464-017-5881-6","title":"Impact of surgical approach on perioperative and long-term outcomes following esophagectomy for esophageal cancer","year":2017,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Perioperative; Esophagectomy; Esophageal cancer; Retrospective cohort study; Internal medicine; Lymph node; Surgery; Neoadjuvant therapy; Intensive care unit; Cancer; Breast cancer","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":[0.0006643001,0.0001752544,0.0002989222,0.0003386341,0.0004886043,0.0009097444,0.00038995,0.0004826316,0.001637584],"category_scores_gemma":[0.004877364,0.0001036435,0.0009100907,0.0005122999,0.0003537335,0.0006779336,0.0006863255,0.0009559952,0.0001929181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005219307,"about_ca_system_score_gemma":0.0006269651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001553968,"about_ca_topic_score_gemma":0.006788669,"domain_scores_codex":[0.9992732,0.0001479954,0.0001315461,0.00007521589,0.0001399307,0.0002321178],"domain_scores_gemma":[0.9966627,0.0007344192,0.001507995,0.00009763791,0.0002697252,0.0007275967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007298845,0.000194473,0.9874077,0.00006916829,0.0003319173,0.0003195687,0.0001521863,0.0001636245,0.0004188297,0.00006411998,0.0002060915,0.009942356],"study_design_scores_gemma":[0.000007310149,0.0003171678,0.9981158,0.00002612313,0.0001237686,0.0003642551,0.0005483044,0.000127634,0.00008105186,0.00008663256,0.0001914792,0.00001051898],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968398,0.001768868,0.0000742662,0.0002155935,0.0000563655,0.000005398276,0.0001165392,0.000002060807,0.0009212188],"genre_scores_gemma":[0.9988689,0.0005471935,0.00006194197,0.00007189376,0.00005652695,0.000004313863,0.0002146865,0.000001821652,0.0001726075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001637584,"threshold_uncertainty_score":0.005478263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04887584798273966,"score_gpt":0.4287332872642286,"score_spread":0.379857439281489,"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."}}