{"id":"W3111450132","doi":"10.1101/2020.12.14.20248164","title":"Impact of neoadjuvant chemoradiotherapy on postoperative clinically significant pancreatic fistula. A systemic review and updated meta-analysis.","year":2020,"lang":"en","type":"review","venue":"medRxiv","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pancreatic fistula; Meta-analysis; Neoadjuvant therapy; Pancreatic cancer; Publication bias; Odds ratio; Chemoradiotherapy; Fistula; Internal medicine; Funnel plot; Oncology; Surgery; General surgery; 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":[0.01130139,0.002222426,0.0124587,0.008169058,0.0004435642,0.002764101,0.001418829,0.001713682,0.002926491],"category_scores_gemma":[0.01912075,0.001236117,0.03742459,0.007179583,0.0004414738,0.001505837,0.001249887,0.001294663,0.0003134479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002013551,"about_ca_system_score_gemma":0.002826507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004107992,"about_ca_topic_score_gemma":0.01010234,"domain_scores_codex":[0.9939762,0.00246884,0.001992986,0.0006037483,0.0007692878,0.0001888263],"domain_scores_gemma":[0.9895154,0.006473986,0.002492691,0.0003586141,0.0009961949,0.0001631071],"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":[0.002235848,0.0000309383,0.004798765,0.3611834,0.6092072,0.0001950414,0.00007837008,0.000648598,0.0003883931,0.0001296403,0.0009143946,0.02018941],"study_design_scores_gemma":[0.0003382436,0.0002037474,0.00431577,0.0164451,0.9762547,0.0001559113,0.00003233783,0.0001497968,0.0001028808,0.000122666,0.001858566,0.00002027664],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002589882,0.9962947,0.0002403197,0.0001569809,0.0001051821,0.0001202675,0.0003269454,0.00001387162,0.0001517812],"genre_scores_gemma":[0.1188929,0.87642,0.001801398,0.0008176616,0.0002506942,0.0006342032,0.0008078186,0.0000267486,0.0003487171],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0124587,"threshold_uncertainty_score":0.0597682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1546522945423263,"score_gpt":0.464255863450328,"score_spread":0.3096035689080017,"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."}}