{"id":"W3203016956","doi":"10.1097/sla.0000000000005227","title":"Role of Adjuvant Therapy in Esophageal Cancer Patients After Neoadjuvant Therapy and Esophagectomy","year":2021,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Neoadjuvant therapy; Esophagectomy; Esophageal cancer; Adjuvant therapy; Adjuvant; Resection","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":[0.0002466628,0.0001735414,0.0006451734,0.0002069253,0.00001867388,0.000008061164,0.00004417403,0.00007147239,0.0004567841],"category_scores_gemma":[0.00005743454,0.0001349863,0.000182893,0.0003209609,0.0001020849,0.0001050571,0.00003717332,0.0001326043,0.000002703832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002179648,"about_ca_system_score_gemma":0.0003297116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005444824,"about_ca_topic_score_gemma":0.00004764833,"domain_scores_codex":[0.9984278,0.00009554259,0.0004233512,0.0002850088,0.0004218165,0.0003464935],"domain_scores_gemma":[0.9988946,0.0001957971,0.0001193117,0.00024953,0.0003722052,0.0001684975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001485687,0.0008915531,0.8159276,0.00007786576,0.0001574658,0.0003413382,0.0002830923,8.565353e-7,0.0007506624,0.000008099126,0.0002376591,0.1798381],"study_design_scores_gemma":[0.001636292,0.0003318569,0.8480272,0.0002049434,0.000007210503,0.000003270534,0.00003684454,0.000005634536,0.1492741,0.0001479796,0.0002497503,0.00007497646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7867717,0.2123109,1.337429e-7,0.0004737416,0.00004510624,0.0002288117,0.00006610063,0.000007248284,0.00009633103],"genre_scores_gemma":[0.9440568,0.05501118,0.00002448642,0.0006047466,0.00004852237,0.0001036962,0.00003468962,0.00002249769,0.00009336339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1797631,"threshold_uncertainty_score":0.5504582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09979194883240952,"score_gpt":0.3557673338001123,"score_spread":0.2559753849677028,"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."}}