{"id":"W3122545763","doi":"10.1007/s00464-020-08270-4","title":"Anastomotic leak after colorectal surgery: does timing affect failure to rescue?","year":2021,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"OTI Lumionics (Canada); Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Hepatology; Colectomy; Anastomosis; Colorectal surgery; Abdominal surgery; Leak; Complication; Internal medicine; Point of delivery; Surgery; General surgery; Colorectal cancer; 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":[0.002473422,0.0003152234,0.001139436,0.0004973137,0.0003773385,0.00151512,0.0005586868,0.001244712,0.003872513],"category_scores_gemma":[0.02143836,0.0002192607,0.001335017,0.000728245,0.0003413551,0.001472617,0.0005037054,0.001405458,0.0006284617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004365281,"about_ca_system_score_gemma":0.0009038416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008477217,"about_ca_topic_score_gemma":0.001521583,"domain_scores_codex":[0.9985781,0.0004915814,0.0002674914,0.0001508707,0.0002776408,0.0002343392],"domain_scores_gemma":[0.9850523,0.005725386,0.006699533,0.0005011097,0.000722417,0.001299164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009048141,0.0007339215,0.9357184,0.0005119031,0.001253096,0.0006734663,0.0003010786,0.0003896166,0.001129124,0.0002321927,0.001022215,0.04898685],"study_design_scores_gemma":[0.00009491071,0.001730226,0.9942226,0.0002747158,0.0004882183,0.0007411673,0.0005318036,0.000360777,0.0001997891,0.0003352123,0.0009937693,0.00002679223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780288,0.01438361,0.0006405764,0.001978077,0.0004574441,0.00003981796,0.0002511693,0.00002371006,0.004196648],"genre_scores_gemma":[0.9964917,0.002201492,0.0003146991,0.0002295022,0.0002564316,0.00001050443,0.0001626189,0.00001339354,0.0003195196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003872513,"threshold_uncertainty_score":0.01308089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01779399644602543,"score_gpt":0.300910385495896,"score_spread":0.2831163890498706,"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."}}