{"id":"W4402132460","doi":"10.1093/dote/doae057.216","title":"470. INTENSIVE EARLY SURVEILLANCE FOLLOWING ESOPHAGECTOMY IDENTIFIES DISTINCT PATTERNS OF RECURRENCE","year":2024,"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":"Dalhousie University; University Health Network","funders":"","keywords":"Medicine; Esophagectomy; General surgery; Intensive care medicine; Esophageal cancer; Internal medicine; 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":[0.0003814706,0.0001240098,0.0001855779,0.0006263646,0.0001594737,0.0005258129,0.0002039053,0.0002942956,0.002901822],"category_scores_gemma":[0.002366446,0.00008744378,0.0002463399,0.0005283673,0.0001885238,0.0004073503,0.0002829393,0.0002569599,0.000439841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000142206,"about_ca_system_score_gemma":0.0001459409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008845094,"about_ca_topic_score_gemma":0.001546267,"domain_scores_codex":[0.9997002,0.00007780624,0.00004248717,0.00004947307,0.00005721206,0.00007286906],"domain_scores_gemma":[0.9982685,0.0004793614,0.000871125,0.000084985,0.0001194732,0.000176508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001105416,0.00001342475,0.9945667,0.000008197743,0.000009261555,0.0001405547,0.00002088717,0.00001728621,0.0003868807,0.00001291084,0.0001011643,0.004612238],"study_design_scores_gemma":[0.00000355927,0.00007118079,0.9980428,0.000007746651,0.00001167838,0.001318325,0.00006620122,0.0001236049,0.0001583407,0.00003462173,0.0001600395,0.000001932679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980553,0.0004285358,0.0001394681,0.00005420642,0.000007794228,0.000007044635,0.0001547405,0.000006405276,0.001146489],"genre_scores_gemma":[0.9993615,0.00007227094,0.0001312716,0.00003163824,0.00001206932,0.000004710751,0.0002266525,0.000002268222,0.0001577252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002901822,"threshold_uncertainty_score":0.00970757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01536976004664661,"score_gpt":0.3093103340958337,"score_spread":0.2939405740491872,"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."}}