{"id":"W4386317872","doi":"10.1093/dote/doad052.043","title":"177. BULKY LYMPHADENOPATHY IN ESOPHAGEAL CANCER: ASSESSING PATHOLOGICAL AND SURVIVAL OUTCOMES AFTER TREATMENT WITH CURATIVE INTENT","year":2023,"lang":"en","type":"article","venue":"Diseases of the Esophagus","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal General Hospital","funders":"","keywords":"Medicine; Adenocarcinoma; Docetaxel; Esophageal cancer; Esophagus; Gastroenterology; Internal medicine; Chemotherapy; Pathological; Neoadjuvant therapy; Proportional hazards model; Lymph; Surgery; Cancer; Pathology","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":[0.0003672349,0.00009429314,0.0001917201,0.0004224052,0.0001437056,0.0003044231,0.0001359324,0.0001265196,0.001294322],"category_scores_gemma":[0.000849539,0.00007175036,0.0003115863,0.0004402419,0.0001916017,0.0002806254,0.0002512651,0.0001721403,0.0001706873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002015696,"about_ca_system_score_gemma":0.0001478472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001040449,"about_ca_topic_score_gemma":0.002581302,"domain_scores_codex":[0.9998665,0.00003715314,0.00001988118,0.00002591758,0.0000308674,0.00001959196],"domain_scores_gemma":[0.9994538,0.00009835307,0.0002932329,0.00002227948,0.0000398552,0.00009238323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002220161,0.000009031745,0.9967374,0.00001442263,0.00002414571,0.00009095887,0.00001525457,0.00007960957,0.0002903719,0.000006597823,0.00004352712,0.002466607],"study_design_scores_gemma":[0.000006096156,0.0001979687,0.9989749,0.000006668351,0.00001987645,0.0003492485,0.00005513264,0.0001634575,0.0001157658,0.00001704589,0.00009239138,0.000001399435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999,0.0003845314,0.00005299044,0.00001962444,0.000003594631,0.00000522049,0.000195,0.00000144928,0.0003375665],"genre_scores_gemma":[0.9996302,0.00006258496,0.00003516073,0.000005556777,0.000006365908,0.000003062861,0.0001886116,4.684376e-7,0.00006805589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001294322,"threshold_uncertainty_score":0.00432992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02602574486930729,"score_gpt":0.3396065088072423,"score_spread":0.313580763937935,"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."}}