{"id":"W4292731177","doi":"10.1097/sla.0000000000005679","title":"Adjuvant Therapy After Neoadjuvant Therapy for Esophageal Cancer","year":2022,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; Case Western Reserve University; National Institutes of Health; National Institute of General Medical Sciences; Innovation, Science and Economic Development Canada; National Heart, Lung, and Blood Institute; School of Medicine, Case Western Reserve University; Cleveland Clinic","keywords":"Medicine; Adjuvant therapy; Neoadjuvant therapy; Adjuvant; Esophageal cancer; Oncology; Internal medicine; Adenocarcinoma; Cancer; Breast cancer","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005675365,0.0001743914,0.0005239193,0.0001955764,0.0001243917,0.000009590713,0.00009013943,0.0000350144,0.002567423],"category_scores_gemma":[0.00002902282,0.0001350479,0.0004571448,0.0002342698,0.00006888044,0.00006952367,0.00004376967,0.0001580825,0.00000557089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005129137,"about_ca_system_score_gemma":0.0004695445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003128538,"about_ca_topic_score_gemma":0.00000637201,"domain_scores_codex":[0.9982793,0.00007951965,0.0003246911,0.000293195,0.000549144,0.0004741082],"domain_scores_gemma":[0.9988806,0.0003008121,0.0001143695,0.0003104728,0.0002043529,0.0001893422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02065376,0.001687486,0.3096704,0.0001506121,0.0009269494,0.0007447787,0.0004914624,0.00002805317,0.0007106229,0.00006864005,0.08091108,0.5839561],"study_design_scores_gemma":[0.006153864,0.004163467,0.7539452,0.0001315613,0.00004583774,0.00005058222,0.0001705822,0.00005920335,0.08893852,0.000930394,0.1450105,0.000400379],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8033599,0.1882304,0.000006596093,0.006768695,0.0002520519,0.0008243039,0.000415504,0.00003360997,0.0001089921],"genre_scores_gemma":[0.9715377,0.02005323,0.00003641196,0.004669015,0.0002287138,0.002346464,0.00008234174,0.0000413267,0.001004787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5835557,"threshold_uncertainty_score":0.9983444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2380527516104721,"score_gpt":0.4148060533927075,"score_spread":0.1767533017822354,"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."}}