{"id":"W4385247865","doi":"10.3390/curroncol30080514","title":"Incisional Hernia Following Open Pancreaticoduodenectomy: Incidence and Risk Factors at a Tertiary Care Centre","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Hernia repair and management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hypoalbuminemia; Incidence (geometry); Pancreaticoduodenectomy; Perioperative; Incisional hernia; Univariate analysis; Surgery; Multivariate analysis; Tertiary care; Internal medicine; Hernia","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":[0.0005341389,0.0002585708,0.0003349143,0.001224431,0.0006436758,0.0009375464,0.0005889026,0.0006147622,0.002712905],"category_scores_gemma":[0.001939192,0.0003767889,0.0003772425,0.001928937,0.0005036706,0.0007341334,0.0009299287,0.0007510934,0.0002977829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00072706,"about_ca_system_score_gemma":0.0009865096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004488523,"about_ca_topic_score_gemma":0.005463242,"domain_scores_codex":[0.9993206,0.0001183709,0.0001237152,0.0001152607,0.0001489307,0.0001730918],"domain_scores_gemma":[0.9964324,0.0004855776,0.002047191,0.0001005716,0.0002028732,0.0007312925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001952242,0.00001738456,0.9988958,0.00001728489,0.000009749706,0.0002904088,0.00006258491,0.0000132921,0.00008883166,0.000006515375,0.00008256909,0.0004959942],"study_design_scores_gemma":[0.000003076937,0.00006300556,0.997541,0.000022859,0.00001169111,0.001571865,0.0005601885,0.00007741032,0.0000478066,0.00001313049,0.00008366533,0.000004355072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988781,0.0004649284,0.00004927593,0.0001116211,0.000007524219,0.000008548398,0.000220186,0.000004109409,0.0002557363],"genre_scores_gemma":[0.9992829,0.0003353541,0.00006558895,0.00003972674,0.00002715287,0.000006068587,0.0001937764,0.00000151215,0.00004800137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004488523,"threshold_uncertainty_score":0.009075582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05993088018380512,"score_gpt":0.3949550208109138,"score_spread":0.3350241406271087,"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."}}