{"id":"W4417202017","doi":"10.14309/01.ajg.0001136700.06357.98","title":"S2310 Comparing Robotic, Laparoscopic and Open Pancreaticoduodenectomy: A Systematic Review and Network Meta-Analysis of Randomized Controlled Trials and Propensity-Matched Studies","year":2025,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Confidence interval; Randomized controlled trial; Gastric emptying; Relative risk; Meta-analysis; Pancreatic fistula; Fistula; Laparoscopy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaepi_broad"],"domain":null,"study_design":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02404294,0.002914697,0.0199755,0.01082204,0.000669606,0.004438179,0.002212448,0.002601842,0.005765919],"category_scores_gemma":[0.05752636,0.001437824,0.04340024,0.01065108,0.0008661395,0.002311899,0.001699553,0.001667324,0.0003821655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002794059,"about_ca_system_score_gemma":0.004740102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004480157,"about_ca_topic_score_gemma":0.007617,"domain_scores_codex":[0.9763485,0.01198553,0.006883259,0.001969798,0.00236373,0.0004490688],"domain_scores_gemma":[0.9644266,0.0270767,0.005630433,0.0008686032,0.001738344,0.000259279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001691277,0.0000272747,0.004605275,0.3467503,0.6341631,0.0001010581,0.00006483874,0.0006141763,0.000148309,0.0002131505,0.0005597712,0.01106144],"study_design_scores_gemma":[0.000543987,0.0001380881,0.002640295,0.02402687,0.9705191,0.00006775656,0.00003636386,0.0002946336,0.00007664312,0.0003153939,0.001318921,0.0000220039],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007013842,0.9876503,0.001792829,0.0004449963,0.0003026411,0.0008855996,0.001416212,0.000048894,0.0004446128],"genre_scores_gemma":[0.2711408,0.709483,0.008629339,0.001576742,0.0007531673,0.005182946,0.002488644,0.00007343942,0.0006719187],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02404294,"threshold_uncertainty_score":0.1271528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.138185232599625,"score_gpt":0.4251164163444168,"score_spread":0.2869311837447918,"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."}}