{"id":"W4401126473","doi":"10.1007/s11695-024-07382-3","title":"Safety and Efficacy of Barbed Sutures Compared to Non-barbed Sutures in Bariatric Surgery: An Updated Systematic Review and Meta-analysis","year":2024,"lang":"en","type":"review","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Barbed suture; Surgery; Meta-analysis; General surgery; Fibrous joint","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","metaepi_broad"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.007768948,0.0013479,0.0327026,0.003850162,0.0001133022,0.0001129947,0.0002998704,0.0006803712,0.0003616155],"category_scores_gemma":[0.002250105,0.0008878252,0.006635483,0.007150274,0.0001088099,0.0001686854,0.0002476199,0.0008405548,0.000034979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001579931,"about_ca_system_score_gemma":0.0007440168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004744436,"about_ca_topic_score_gemma":0.0001720852,"domain_scores_codex":[0.9899576,0.002445324,0.004573808,0.001499311,0.0007965491,0.0007274194],"domain_scores_gemma":[0.9877108,0.00831295,0.001363162,0.001713918,0.0001950897,0.0007040497],"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":[0.0001020496,0.0003464415,0.003013872,0.8743189,0.1125809,0.000341558,0.00009830957,0.00000134877,1.716949e-7,0.00001764193,0.00749195,0.00168681],"study_design_scores_gemma":[0.0001867445,0.00002150845,0.006645168,0.03660633,0.939686,0.0001232904,0.0000217483,0.00001138039,8.289628e-7,0.000003950007,0.01581592,0.0008771131],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001289636,0.9934204,0.000009221514,0.0003836089,0.0003087917,0.004129195,0.0003062844,0.0001149454,0.00003793291],"genre_scores_gemma":[0.005579306,0.9914302,0.00006744301,0.0006568038,0.0001129297,0.0001839289,0.001453226,0.0001191026,0.0003970632],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8377126,"threshold_uncertainty_score":0.9999272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06188763232014481,"score_gpt":0.3385753139201111,"score_spread":0.2766876815999663,"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."}}