{"id":"W4405861892","doi":"10.1007/s00464-024-11445-y","title":"EAES rapid guideline: surgical management of complicated diverticulitis – with ESCP participation","year":2024,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Diverticular Disease and Complications","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; McMaster University","funders":"European Association for Endoscopic Surgery and other Interventional Techniques; European Society of Coloproctology","keywords":"Medicine; Guideline; Diverticulitis; General surgery; Intensive care medicine; Psychological intervention; Perioperative; Surgery; Nursing","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":[0.0001175535,0.0001668222,0.0003053719,0.00008530141,0.00005892842,0.00003425709,0.0001018119,0.00005161159,0.00124106],"category_scores_gemma":[0.000006516969,0.0001180915,0.0001613409,0.0004942087,0.0001428138,0.00007695929,0.00006829604,0.0001091356,0.0002173713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003841433,"about_ca_system_score_gemma":0.00005352291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002979822,"about_ca_topic_score_gemma":7.908653e-7,"domain_scores_codex":[0.9984519,0.0000482354,0.0004298557,0.0003691327,0.0004299144,0.0002709978],"domain_scores_gemma":[0.9991139,0.00007919199,0.00004114946,0.0003717737,0.0001463811,0.0002475615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01411641,0.01076662,0.05627008,0.007130908,0.01027704,0.03366916,0.0009328076,0.0009597378,0.003559171,0.6137738,0.05313005,0.1954142],"study_design_scores_gemma":[0.02536226,0.001806207,0.08775812,0.003111263,0.003969014,0.0007759778,0.0003411022,0.01747512,0.0166773,0.001436845,0.8403349,0.0009518756],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9425023,0.004828944,0.001676416,0.004293381,0.0001499844,0.0009684452,0.00007991216,0.000466498,0.04503417],"genre_scores_gemma":[0.9972776,0.0003900465,0.001243904,0.00008948259,0.00006682247,0.0001344921,0.0002568664,0.00002207429,0.0005187682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7872049,"threshold_uncertainty_score":0.9996719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01875476454278461,"score_gpt":0.3194202869166169,"score_spread":0.3006655223738323,"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."}}