{"id":"W4402132532","doi":"10.1093/dote/doae057.251","title":"517. INTERNATIONAL CONSENSUS AND CLINICAL CARE ALGORITHM FOR THE DIAGNOSIS AND TREATMENT OF ANASTOMOTIC LEAK AFTER ESOPHAGECTOMY","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":"","funders":"","keywords":"Medicine; Esophagectomy; Leak; Anastomosis; General surgery; Intensive care medicine; Surgery; Algorithm; Esophageal cancer; Internal medicine; Cancer; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07292853,0.001860078,0.002561423,0.01304407,0.002717362,0.005772814,0.005677187,0.003802108,0.00885936],"category_scores_gemma":[0.1087304,0.001265095,0.007793597,0.006469899,0.001545688,0.003623076,0.006482373,0.003711932,0.00471577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009684059,"about_ca_system_score_gemma":0.03368979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007437945,"about_ca_topic_score_gemma":0.01027903,"domain_scores_codex":[0.9176814,0.04586537,0.0236472,0.002539079,0.008746359,0.001520678],"domain_scores_gemma":[0.9298192,0.01803775,0.01011152,0.002236509,0.0374375,0.002357522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009175481,0.0009227325,0.0277547,0.0341207,0.001673547,0.001222681,0.008804691,0.009037964,0.001836513,0.03149941,0.1872728,0.6949367],"study_design_scores_gemma":[0.003894254,0.002623056,0.0781019,0.1013604,0.006515963,0.003770628,0.0146381,0.06335185,0.005473402,0.08972459,0.6295026,0.001043414],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05602141,0.03010994,0.4598211,0.1012596,0.005661943,0.1637809,0.01756627,0.003510367,0.1622685],"genre_scores_gemma":[0.06007265,0.004139267,0.8980298,0.002255033,0.0001547002,0.02608134,0.006056026,0.0001087966,0.003102393],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.07292853,"threshold_uncertainty_score":0.3856875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02930913469537219,"score_gpt":0.3700469748902664,"score_spread":0.3407378401948942,"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."}}