{"id":"W4413140614","doi":"10.1097/dcr.0000000000003935","title":"Management of Colorectal Anastomotic Leaks With Endoluminal Vacuum Therapy: A Pragmatic Summary of the Evidence and Definition of Clinical Practices for Patient Selection, Technique, and Follow-up","year":2025,"lang":"en","type":"article","venue":"Diseases of the Colon & Rectum","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Colorectal surgery; General surgery; Selection (genetic algorithm); Surgery; Anastomosis; Intensive care medicine; Abdominal surgery","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":[0.01904663,0.001365882,0.004088477,0.002998153,0.001000497,0.004862832,0.002674972,0.002759694,0.00321634],"category_scores_gemma":[0.05282085,0.0006420941,0.003332582,0.002485655,0.001785632,0.003550472,0.002816103,0.003829457,0.0006663869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003374912,"about_ca_system_score_gemma":0.006055404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00250654,"about_ca_topic_score_gemma":0.006080907,"domain_scores_codex":[0.9830685,0.00843139,0.004833571,0.000962708,0.002352195,0.0003517296],"domain_scores_gemma":[0.9649698,0.02412514,0.005258373,0.0007217229,0.004104024,0.0008208635],"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":[0.0009869591,0.0002232101,0.006200189,0.1275915,0.001783816,0.0002708121,0.0004601589,0.0005606059,0.000308425,0.004487742,0.01396113,0.8431655],"study_design_scores_gemma":[0.0008086362,0.001442996,0.01715038,0.8118094,0.007715016,0.001833229,0.001255682,0.001103656,0.0005948861,0.006273472,0.1498696,0.0001429954],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001194825,0.9870557,0.0006765481,0.009384909,0.0004949932,0.0001107073,0.00006656737,0.00001044952,0.001005257],"genre_scores_gemma":[0.0235831,0.9609763,0.006427323,0.006739919,0.001579173,0.0003291639,0.0001894202,0.00001983814,0.0001557859],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01904663,"threshold_uncertainty_score":0.1007294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03786676389374413,"score_gpt":0.3495826488529937,"score_spread":0.3117158849592496,"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."}}