{"id":"W3087645985","doi":"10.7759/cureus.10491","title":"Prophylactic Mesh Placement for the Prevention of Incisional Hernia in High-Risk Patients After Abdominal Surgery: A Systematic Review and Meta-Analysis","year":2020,"lang":"en","type":"review","venue":"Cureus","topic":"Hernia repair and management","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Medicine; Incisional hernia; Surgery; Meta-analysis; Surgical mesh; General surgery; Hernia; 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":[0.004472983,0.001622748,0.009069374,0.002439218,0.0004231746,0.001814552,0.001033588,0.001550447,0.006762173],"category_scores_gemma":[0.01161092,0.0008023607,0.02033475,0.003208574,0.000404159,0.001056957,0.0008292502,0.00164654,0.0004523391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009949025,"about_ca_system_score_gemma":0.001658836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004341879,"about_ca_topic_score_gemma":0.01190222,"domain_scores_codex":[0.9979178,0.0008336701,0.0006212528,0.0002507076,0.0002708609,0.0001057085],"domain_scores_gemma":[0.9949039,0.003815427,0.0007088161,0.000121509,0.0003578484,0.00009259577],"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":[0.00325521,0.00005420758,0.003166904,0.6600339,0.2795984,0.0001711769,0.00006891652,0.0003266095,0.0004290028,0.0001890946,0.002089643,0.05061694],"study_design_scores_gemma":[0.001375072,0.0003718645,0.007321856,0.06236155,0.9208635,0.0002439732,0.00005788039,0.0001317802,0.0001931056,0.000269908,0.006777218,0.00003224541],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00131965,0.9977686,0.0001650896,0.00009627362,0.0001032307,0.00006728229,0.0002203227,0.00001192528,0.000247554],"genre_scores_gemma":[0.0556348,0.9420174,0.0006740334,0.0006207094,0.0001844619,0.000189937,0.0003722185,0.00001209195,0.000294389],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009069374,"threshold_uncertainty_score":0.02365571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06231183309091825,"score_gpt":0.3413675739672863,"score_spread":0.2790557408763681,"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."}}