{"id":"W4392858956","doi":"10.2196/54089","title":"Multivisceral Oncological Resections Involving the Pancreas: Protocol for a Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Medicine; Meta-analysis; General surgery; Systematic review; MEDLINE; Medical physics; Alternative medicine; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07047743,0.005321508,0.01908587,0.010431,0.002801124,0.006230848,0.005333518,0.006202286,0.03968279],"category_scores_gemma":[0.11209,0.004082948,0.02894029,0.0106541,0.003275526,0.005279285,0.004361974,0.005536706,0.004295542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01179034,"about_ca_system_score_gemma":0.03587117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006275921,"about_ca_topic_score_gemma":0.01172678,"domain_scores_codex":[0.9560558,0.02131003,0.01377357,0.003396718,0.004072331,0.001391591],"domain_scores_gemma":[0.9593847,0.01837246,0.008995565,0.00419602,0.007905991,0.001145199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.007968426,0.0001300059,0.0009524063,0.9266617,0.02244674,0.0002717803,0.0007741746,0.001318995,0.0008181134,0.002601855,0.01914387,0.01691202],"study_design_scores_gemma":[0.06560067,0.002451774,0.008211241,0.5503307,0.1699262,0.0005291143,0.001066935,0.003010257,0.002308864,0.01470898,0.1811042,0.0007511263],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001015493,0.01239647,0.004841294,0.001232251,0.0007813221,0.9653817,0.01317268,0.0003291875,0.0008496407],"genre_scores_gemma":[0.0009588611,0.001844614,0.004136094,0.0003462866,0.00002862081,0.9916201,0.0008112031,0.0000150945,0.0002390986],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07047743,"threshold_uncertainty_score":0.3727247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7221736865727565,"score_gpt":0.6969605337438328,"score_spread":0.02521315282892367,"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."}}