{"id":"W7117495563","doi":"10.1007/s13304-025-02500-x","title":"Robotics vs. laparoscopy in spleen-preserving distal pancreatectomy in the IGOMIPS registry: when glitter does not equal superiority","year":2025,"lang":"en","type":"article","venue":"Updates in Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Distal pancreatectomy; Perioperative; Propensity score matching; Laparoscopy; Robotic surgery; Prospective cohort study; Clinical endpoint; Pancreatic fistula","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":[],"consensus_categories":[],"category_scores_codex":[0.002787411,0.0002355791,0.001003564,0.0004601752,0.00007257371,0.00006241597,0.0003696401,0.0002484527,0.0003443285],"category_scores_gemma":[0.002131039,0.0001537961,0.0001103504,0.0006722482,0.0003006003,0.0001484996,0.000253791,0.0008394227,0.00002817519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002733778,"about_ca_system_score_gemma":0.0005020323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002588354,"about_ca_topic_score_gemma":0.002818678,"domain_scores_codex":[0.9971259,0.0005899345,0.000742726,0.0004427284,0.0003869657,0.0007117573],"domain_scores_gemma":[0.9958036,0.003215492,0.00007340369,0.0007666604,0.00005901244,0.0000818655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000846256,0.0002723415,0.9907593,0.0002423233,0.00003775218,0.0006152673,0.0007795193,0.000008325977,0.0004656275,0.0005264193,0.005177421,0.0002694501],"study_design_scores_gemma":[0.001767521,0.00006259611,0.983842,0.0009294633,0.00007474156,0.00002637978,0.001598209,0.001560012,0.001491617,0.002901087,0.005475898,0.0002704959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813828,0.0002753939,0.00007428069,0.01343882,0.0002574624,0.0005251204,0.00003024045,0.00003044729,0.003985446],"genre_scores_gemma":[0.9959481,0.0003238182,0.0007846651,0.001582166,0.0001294344,0.0001143142,0.00009135601,0.00001815969,0.00100801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01456529,"threshold_uncertainty_score":0.6271623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03130514199145863,"score_gpt":0.3342325906897471,"score_spread":0.3029274486982885,"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."}}