{"id":"W2135203540","doi":"10.1001/archsurg.2011.270","title":"Safety of Laparoscopic vs Open Bariatric Surgery","year":2011,"lang":"en","type":"review","venue":"Archives of Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":142,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Surgery; Incisional hernia; Randomized controlled trial; Relative risk; Meta-analysis; Cochrane Library; Laparoscopic surgery; Body mass index; Incidence (geometry); Anastomosis; Abdominal surgery; Hernia; Laparoscopy; Confidence interval; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001720482,0.0006632975,0.009165086,0.001726354,0.00007185544,0.00001614371,0.0006174012,0.0003747598,0.0006898016],"category_scores_gemma":[0.001430792,0.000514216,0.003331674,0.001085296,0.0003160299,0.0001639515,0.0005868843,0.0005457797,0.00005017556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002964444,"about_ca_system_score_gemma":0.002545332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002527137,"about_ca_topic_score_gemma":0.000002739787,"domain_scores_codex":[0.9947708,0.0006638796,0.00297419,0.0006620129,0.0003386988,0.0005904536],"domain_scores_gemma":[0.9758868,0.02052191,0.001941416,0.00128685,0.00006849076,0.0002945345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005212786,0.0003324682,0.02441384,0.04137364,0.001055693,0.0000731243,0.00008142568,4.378828e-8,5.964732e-7,0.0005592961,0.004395918,0.9271927],"study_design_scores_gemma":[0.0003997416,0.00004545766,0.01408346,0.0258511,0.002774997,0.0001293369,0.000011701,3.793227e-7,0.00002218123,0.0002417768,0.9559263,0.0005135472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002633054,0.9844437,0.0000161509,0.00004409214,0.001359637,0.001033548,0.000150523,0.00004617773,0.01264292],"genre_scores_gemma":[0.0004210821,0.9967608,0.0004157969,0.00006711515,0.0003084222,0.00006184426,0.0003635124,0.0001114545,0.001489917],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9515304,"threshold_uncertainty_score":0.9997309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1069792159600043,"score_gpt":0.3301510756200134,"score_spread":0.2231718596600091,"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."}}