{"id":"W4387633713","doi":"10.1159/000534580","title":"Colonic Anastomotic Leak Model in Swine","year":2023,"lang":"en","type":"article","venue":"European Surgical Research","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Centre for Family Medicine","funders":"","keywords":"Enterotomy; Medicine; Anastomosis; Leak; Surgery; Dehiscence; Peritonitis; Fibrous joint; Exploratory laparotomy; Leukocytosis; Abdomen; Laparotomy","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003051974,0.0001583302,0.0003483796,0.000607831,0.00009949395,0.00003425009,0.0002254685,0.00005938274,0.0005685673],"category_scores_gemma":[0.0006237702,0.0001285582,0.0001261248,0.002853368,0.0002090574,0.00005789529,0.0004201859,0.0008348991,0.006660667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003636148,"about_ca_system_score_gemma":0.000193706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000487093,"about_ca_topic_score_gemma":0.00005461852,"domain_scores_codex":[0.9962868,0.0007580383,0.0003276874,0.0005391689,0.001149549,0.0009387191],"domain_scores_gemma":[0.9983016,0.0006516774,0.00002036855,0.0004314207,0.000156382,0.0004385997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"observational","study_design_scores_codex":[0.02157532,0.006439159,0.256786,0.000878118,0.0005043414,0.4039513,0.002921382,0.007633177,0.008081355,0.006754946,0.04943316,0.2350417],"study_design_scores_gemma":[0.01573763,0.003125077,0.7375579,0.0005405413,0.00003322786,0.0003426734,0.000171639,0.08180175,0.0007176189,0.001119849,0.1582878,0.0005643659],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7813355,0.0001900876,0.000004390068,0.001994276,0.00004674452,0.0004151315,0.000005412594,0.0001713843,0.2158371],"genre_scores_gemma":[0.9749062,0.0003599318,0.0000419418,0.0000502755,0.000136718,0.00003467291,0.0000322845,0.00006061975,0.02437735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4807719,"threshold_uncertainty_score":0.9941128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2911911948477892,"score_gpt":0.4933192472855356,"score_spread":0.2021280524377464,"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."}}