{"id":"W3206557619","doi":"10.1007/s11605-021-05174-z","title":"Prophylactic Mesh for Prevention of Parastomal Hernia Following End Colostomy: an Updated Systematic Review and Meta-Analysis of Randomized Controlled Trials","year":2021,"lang":"en","type":"review","venue":"Journal of Gastrointestinal Surgery","topic":"Stoma care and complications","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Colostomy; Meta-analysis; Randomized controlled trial; Surgery; Hernia; MEDLINE; General surgery; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005205124,0.001859964,0.01395279,0.00330276,0.0004288396,0.002583315,0.001606744,0.002195917,0.004062487],"category_scores_gemma":[0.01536107,0.001127243,0.01972166,0.003356298,0.0006265535,0.001721011,0.001225956,0.00245204,0.0002728002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001384174,"about_ca_system_score_gemma":0.002436373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004871553,"about_ca_topic_score_gemma":0.01452842,"domain_scores_codex":[0.9964725,0.001158025,0.00132295,0.0004430935,0.00044529,0.00015805],"domain_scores_gemma":[0.9927659,0.004898689,0.001610755,0.0001843323,0.0004182256,0.0001221252],"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":[0.006078358,0.00007126515,0.002587526,0.6079551,0.3447698,0.0001321986,0.0001141426,0.0002638742,0.0004431214,0.0001254955,0.0009723115,0.03648678],"study_design_scores_gemma":[0.003582172,0.0004712549,0.005247793,0.04614519,0.9411626,0.0001581434,0.00008425381,0.0001234222,0.0001488764,0.0002105405,0.002624907,0.00004074295],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003230833,0.9958949,0.0002044541,0.00008522849,0.0001190958,0.000120153,0.0002051367,0.00001253353,0.0001276942],"genre_scores_gemma":[0.06937332,0.9274747,0.001472269,0.0007221377,0.00018242,0.0002048931,0.0003460522,0.00001604706,0.0002080856],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01395279,"threshold_uncertainty_score":0.02752763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1690803586046375,"score_gpt":0.4235185075360566,"score_spread":0.2544381489314191,"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."}}