{"id":"W4361274383","doi":"10.1016/j.hpb.2023.03.013","title":"Robotic pancreatic necrosectomy and internal drainage for walled-off pancreatic necrosis","year":2023,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Pancreatitis; Surgery; Necrotizing pancreatitis; Drainage; Stage (stratigraphy); Pancreas; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004092775,0.0009450274,0.0009227942,0.001054163,0.0008977585,0.001146996,0.0004202949,0.0005672516,0.001786249],"category_scores_gemma":[0.0006505914,0.0002755325,0.001825806,0.0006916242,0.000802732,0.001376604,0.001288045,0.001820985,0.0007833335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006374649,"about_ca_system_score_gemma":0.000483506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003188709,"about_ca_topic_score_gemma":0.0006258785,"domain_scores_codex":[0.9997764,0.00002668841,0.00002711844,0.00004721469,0.00004489029,0.00007760475],"domain_scores_gemma":[0.9997734,0.00004090738,0.00004315632,0.00005325543,0.000009272825,0.00007992872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.009301904,0.002103462,0.04371577,0.001739995,0.001233021,0.1899094,0.0008152448,0.008197057,0.09264283,0.003488858,0.007883544,0.6389689],"study_design_scores_gemma":[0.001533108,0.009312292,0.09683866,0.0005809563,0.0007989304,0.7942607,0.0004188475,0.01838527,0.03202789,0.005444687,0.04017075,0.0002279912],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9159173,0.01525266,0.04695639,0.001974973,0.0008271438,0.0001958025,0.0003637271,0.0009620563,0.01754992],"genre_scores_gemma":[0.9782093,0.002674218,0.01425133,0.0009213174,0.0006039756,0.0001155351,0.0004392198,0.00009864398,0.00268663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001786249,"threshold_uncertainty_score":0.005975664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0218996427892821,"score_gpt":0.2886056730973571,"score_spread":0.266706030308075,"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."}}