{"id":"W4410517924","doi":"10.1016/j.esmogo.2025.100172","title":"Esophageal microbiome correlates with post-esophagectomy anastomotic leak in cancer patients","year":2025,"lang":"en","type":"article","venue":"ESMO Gastrointestinal Oncology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Advanced Research","funders":"Technion-Israel Institute of Technology; European Commission; European Research Council; Human Frontier Science Program; Seerave Foundation; Canadian Institute for Advanced Research; Israel Science Foundation; Israel Cancer Research Fund","keywords":"Esophagectomy; Microbiome; Leak; Esophageal cancer; Medicine; Anastomosis; Cancer; General surgery; Surgery; Internal medicine; Biology; Bioinformatics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002514815,0.0001458699,0.0002397593,0.0004192093,0.00029725,0.0005167799,0.000115136,0.0003488594,0.001630141],"category_scores_gemma":[0.001534485,0.00009827262,0.0002203425,0.0006287774,0.0001621,0.0002830604,0.0004544281,0.0003716011,0.0001834218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001761304,"about_ca_system_score_gemma":0.0001892237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009313307,"about_ca_topic_score_gemma":0.001440778,"domain_scores_codex":[0.9997689,0.00005810404,0.00003174506,0.00004401754,0.00003900356,0.00005826863],"domain_scores_gemma":[0.9994814,0.00008389357,0.0002407749,0.0000220023,0.00007281046,0.00009915244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001727759,0.00003259246,0.9953578,0.00003024287,0.00003036297,0.0001262816,0.00006766156,0.00003168673,0.001167335,0.00001441591,0.000145017,0.002823848],"study_design_scores_gemma":[0.00000297456,0.00009868555,0.9982476,0.00001782186,0.00002985008,0.0004864396,0.0003154536,0.000194983,0.000228471,0.00003908749,0.0003346174,0.000003953262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998185,0.0009487182,0.0001138872,0.0000786739,0.0000114044,0.00000716717,0.0002421338,0.000003374063,0.0004096259],"genre_scores_gemma":[0.9992205,0.0002448336,0.0001544954,0.00003182478,0.000008591351,0.000007060733,0.0002346063,0.000001460858,0.00009654767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001630141,"threshold_uncertainty_score":0.005453348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01121884786893953,"score_gpt":0.3186271357506977,"score_spread":0.3074082878817582,"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."}}