{"id":"W4392881901","doi":"10.1016/s2468-1253(24)00037-2","title":"Prophylactic abdominal drainage after distal pancreatectomy (PANDORINA): an international, multicentre, open-label, randomised controlled, non-inferiority trial","year":2024,"lang":"en","type":"letter","venue":"The Lancet. Gastroenterology & hepatology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"Ethicon Endo-Surgery","keywords":"Medicine; Pancreatic fistula; Pancreatectomy; Surgery; Distal pancreatectomy; Randomized controlled trial; Abdominal surgery; General surgery; Internal medicine; Resection; Pancreas","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.002398374,0.001324285,0.006897578,0.0006120678,0.0003613777,0.0003613199,0.002418859,0.001951267,0.0013204],"category_scores_gemma":[0.0005575705,0.0009019668,0.0006833465,0.0002465569,0.001902951,0.0003271641,0.001213317,0.006733061,0.0005175698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006984615,"about_ca_system_score_gemma":0.001015167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005834511,"about_ca_topic_score_gemma":0.0008170109,"domain_scores_codex":[0.9893847,0.003009172,0.001975005,0.002084885,0.0009052866,0.00264097],"domain_scores_gemma":[0.9945288,0.001415435,0.0008937338,0.002205149,0.0005135066,0.0004433893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8043284,0.001346054,0.0653962,0.0005917459,0.003682133,0.01777549,0.0002605646,2.243439e-7,0.0001201739,0.00002054256,0.106022,0.000456463],"study_design_scores_gemma":[0.8288366,0.01126775,0.004586712,0.0002024856,0.005944698,0.003871422,0.00007490799,0.004016682,0.000007132855,0.000304001,0.1403058,0.0005818611],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6647956,0.0004516693,0.0006311847,0.3073291,0.005380154,0.01513453,0.000358543,0.0002201299,0.005699126],"genre_scores_gemma":[0.7438329,0.0003160914,0.0008683725,0.2242299,0.01408888,0.009619852,0.0009273103,0.0002235644,0.005893019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08309912,"threshold_uncertainty_score":0.9999508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04464277408942676,"score_gpt":0.3575383426469657,"score_spread":0.312895568557539,"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."}}