{"id":"W4210265277","doi":"10.1007/s00464-021-08997-8","title":"401 consecutive minimally invasive distal pancreatectomies: lessons learned from 20 years of experience","year":2022,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Perioperative; Distal pancreatectomy; Abdominal surgery; Hepatology; Surgery; General surgery; Gastroenterology; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002529463,0.0001488926,0.000719827,0.00009839849,0.000139624,0.000008486798,0.0002108621,0.00008394841,0.006493806],"category_scores_gemma":[0.0005141582,0.0001402414,0.0001524277,0.0002873385,0.0006464327,0.0000407769,0.0002707961,0.0004487685,0.00005270372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001480997,"about_ca_system_score_gemma":0.0006980386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001010801,"about_ca_topic_score_gemma":0.00003192618,"domain_scores_codex":[0.9979643,0.0003060375,0.0003551186,0.0004053117,0.000581655,0.0003876249],"domain_scores_gemma":[0.9974062,0.001827961,0.0001161691,0.000336601,0.00008248823,0.0002305956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03882987,0.002750832,0.7660702,0.0001639535,0.001729357,0.01360145,0.03010146,0.00001968693,0.1324343,0.004401273,0.004784884,0.005112761],"study_design_scores_gemma":[0.1241168,0.01444675,0.4229577,0.0006413319,0.001554892,0.001020059,0.08712788,0.00101477,0.1696223,0.00633189,0.1693001,0.001865572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863822,0.0004627478,0.000008182717,0.001067061,0.00009271341,0.0003538055,0.0003940323,0.00003928338,0.01119997],"genre_scores_gemma":[0.9963561,0.0003536384,0.0005510134,0.0001267652,0.00006456073,0.0002067465,0.000132646,0.00001997481,0.002188537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3431126,"threshold_uncertainty_score":0.9944144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0665710973177689,"score_gpt":0.3729606729832595,"score_spread":0.3063895756654906,"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."}}