{"id":"W4252944845","doi":"10.21203/rs.3.rs-435689/v1","title":"Impact of neoadjuvant chemoradiotherapy on post-operative clinically significant pancreatic fistula – A systemic review and updated meta-analysis.","year":2021,"lang":"en","type":"review","venue":"Research Square","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pancreatic fistula; Meta-analysis; Medicine; Systemic therapy; Chemoradiotherapy; Internal medicine; General surgery; Oncology; Neoadjuvant therapy; Chemotherapy; Pancreas; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01212072,0.002091803,0.01154096,0.006221445,0.0004335356,0.002682236,0.001300995,0.001724457,0.002866477],"category_scores_gemma":[0.01943974,0.001203262,0.03661048,0.005963293,0.0004590228,0.00153119,0.001272726,0.001431735,0.0002749727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00157826,"about_ca_system_score_gemma":0.001946264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002880232,"about_ca_topic_score_gemma":0.008183741,"domain_scores_codex":[0.9937243,0.002684732,0.001934648,0.0006960649,0.0007467149,0.0002136262],"domain_scores_gemma":[0.987928,0.007605458,0.002849414,0.0004938687,0.0009373394,0.0001859079],"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":[0.002697153,0.00002831308,0.00619828,0.19347,0.7826669,0.0001550852,0.00005610531,0.0004023012,0.0003199134,0.0000958211,0.0005919479,0.01331816],"study_design_scores_gemma":[0.0003436446,0.0002021035,0.004921958,0.008897411,0.9839337,0.0001202609,0.00002675255,0.000122102,0.00009225296,0.0001021006,0.001221384,0.00001626851],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004745496,0.9941218,0.0002949027,0.0001637978,0.0001300249,0.0001032003,0.0002826911,0.00001291218,0.0001451466],"genre_scores_gemma":[0.2527636,0.741225,0.002183864,0.001192853,0.0004330839,0.0006771458,0.0009835538,0.00003659174,0.0005042735],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01212072,"threshold_uncertainty_score":0.06410128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2479358410949969,"score_gpt":0.5643119553976806,"score_spread":0.3163761143026838,"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."}}