{"id":"W4361765955","doi":"10.20517/2574-1225.2022.92","title":"Minimally invasive spleen-preserving distal pancreatectomy: real-world data from the Italian National Registry of Minimally Invasive Pancreatic Surgery (IGoMIPS)","year":2023,"lang":"en","type":"article","venue":"Mini-invasive Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Distal pancreatectomy; Perioperative; Surgery; Pancreatectomy; Abdominal surgery; Hepatology; Splenectomy; Pancreatic cancer; Internal medicine; Spleen; Cancer; Resection","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":[0.001591333,0.0003171621,0.0003935855,0.002785594,0.0002478869,0.0007223705,0.0004690912,0.0003678651,0.001832795],"category_scores_gemma":[0.005522494,0.0002636533,0.000413105,0.004020973,0.0002884651,0.0005084843,0.0008483216,0.0003941841,0.0006510309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005690817,"about_ca_system_score_gemma":0.0008104788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005086008,"about_ca_topic_score_gemma":0.005632219,"domain_scores_codex":[0.9983065,0.0004201572,0.0003142783,0.0003363558,0.0004159705,0.0002067109],"domain_scores_gemma":[0.9917803,0.001616955,0.004311052,0.0009900715,0.0006988897,0.0006027935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007898355,0.0000145776,0.9971204,0.00003508811,0.0000324103,0.00008788543,0.00007173075,0.00004718874,0.00007104396,0.00002361361,0.0006757706,0.00174138],"study_design_scores_gemma":[0.00001011937,0.00003604685,0.9982926,0.00001546344,0.00002182411,0.0005185945,0.0001391767,0.000120081,0.00004159855,0.00001340226,0.0007865954,0.000004484951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869139,0.0005350311,0.000233595,0.00009547577,0.000009690455,0.00003603,0.01119431,0.00001346239,0.0009686209],"genre_scores_gemma":[0.979325,0.0003340118,0.0003276596,0.00006204259,0.00003635759,0.00008163679,0.01971172,0.00001053903,0.000111152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005086008,"threshold_uncertainty_score":0.01011282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.13200984861737,"score_gpt":0.3526619850664907,"score_spread":0.2206521364491207,"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."}}