{"id":"W4405860892","doi":"10.1007/s00464-024-11457-8","title":"Surgical management of complicated diverticulitis: systematic review and individual patient data network meta-analysis","year":2024,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Diverticular Disease and Complications","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; McMaster University; Hamilton General Hospital","funders":"European Association for Endoscopic Surgery and other Interventional Techniques; European Society of Coloproctology","keywords":"Diverticulitis; Meta-analysis; Medicine; Systematic review; Patient data; Clinical Practice; MEDLINE; General surgery; Intensive care medicine; Medical physics; Computer science; Internal medicine; Family medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006173478,0.0006147488,0.009241323,0.0002083133,0.00007435941,0.00006565268,0.0007028276,0.0001639978,0.0006318925],"category_scores_gemma":[0.0000285054,0.0003612205,0.002996256,0.001984149,0.0001465544,0.0000575218,0.001475944,0.0003499729,0.0001980719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004141172,"about_ca_system_score_gemma":0.00008945684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000124905,"about_ca_topic_score_gemma":6.735675e-7,"domain_scores_codex":[0.9951699,0.0005724123,0.001926081,0.001095892,0.0008406345,0.0003950316],"domain_scores_gemma":[0.9961578,0.0003151471,0.0005098765,0.002502034,0.0001163095,0.0003988888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000007538177,0.0001916993,0.000001119342,0.6680068,0.3266684,0.0006695985,0.000003929788,5.208933e-7,4.797401e-10,0.001432257,0.001691528,0.001326681],"study_design_scores_gemma":[0.000298909,0.00003844618,0.000001722086,0.08943526,0.7068433,0.0001756615,0.000005262944,0.0000157186,1.748461e-8,0.00002099732,0.2029587,0.0002060606],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001112239,0.9927953,0.00001318941,0.0001755651,0.00004006795,0.004132267,0.00182842,0.00008402843,0.0009300726],"genre_scores_gemma":[0.00006837438,0.9923022,0.0002477903,0.0001290183,0.00003286584,0.001103991,0.005833239,0.00004405627,0.0002385088],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5785715,"threshold_uncertainty_score":0.9998839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2178570823897805,"score_gpt":0.4020393510203219,"score_spread":0.1841822686305414,"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."}}