{"id":"W3135103722","doi":"10.1007/s00464-021-08409-x","title":"Minimally invasive (laparoscopic and robot-assisted) versus open approach for central pancreatectomies: a single-center experience","year":2021,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Pancreatic fistula; Perioperative; Abdominal surgery; Surgery; Hepatology; Single Center; Laparoscopy; Retrospective cohort study; Internal medicine; General surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001817057,0.0002211657,0.0008626143,0.00005343759,0.0001660831,0.0001139779,0.000207686,0.00017685,0.0004638537],"category_scores_gemma":[0.0006618447,0.0001818296,0.0001148951,0.0002100861,0.0003356127,0.0001271559,0.0002930278,0.0002155337,0.000008726091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001597698,"about_ca_system_score_gemma":0.000618751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005660086,"about_ca_topic_score_gemma":0.00002864709,"domain_scores_codex":[0.9979417,0.0001427012,0.0003433346,0.0006184757,0.0002759851,0.0006777724],"domain_scores_gemma":[0.9980509,0.0009348431,0.00007104077,0.0003367163,0.0001695367,0.0004370054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.07721058,0.008078613,0.8237772,0.001947064,0.001901098,0.004148525,0.005794147,0.0000058784,0.06379665,0.002660796,0.003992803,0.006686654],"study_design_scores_gemma":[0.5468861,0.01605639,0.1689225,0.001745327,0.001764549,0.003546943,0.0138809,0.002751743,0.1617906,0.0002947357,0.08031638,0.00204385],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671067,0.0007355582,0.0001772195,0.0004845539,0.000176942,0.001172011,0.00003259914,0.000036946,0.03007748],"genre_scores_gemma":[0.9618241,0.0004101169,0.03308501,0.0002466261,0.0001870071,0.000651953,0.0001665655,0.000032215,0.003396458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6548547,"threshold_uncertainty_score":0.7414795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09525545028580612,"score_gpt":0.3731842998322334,"score_spread":0.2779288495464273,"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."}}