{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001033146,0.0001783028,0.0002263059,0.00101348,0.000226586,0.0005894818,0.0003777978,0.0002909007,0.0009568011],"category_scores_gemma":[0.00406034,0.0001684695,0.0002767905,0.001088071,0.0003107331,0.001052271,0.0007323456,0.0002804959,0.0002029813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005144824,"about_ca_system_score_gemma":0.0004829293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00145276,"about_ca_topic_score_gemma":0.002920486,"domain_scores_codex":[0.9991729,0.0001342397,0.0001326347,0.0002236727,0.0002166803,0.0001198493],"domain_scores_gemma":[0.9968541,0.0007754379,0.001538904,0.0001680181,0.0002224788,0.0004410898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005869172,0.00002463626,0.98962,0.00002053582,0.0000123712,0.0002554607,0.0001778427,0.00003386033,0.000105846,0.00001354064,0.00009955151,0.009577516],"study_design_scores_gemma":[0.000008151357,0.0001911494,0.9964748,0.00003800762,0.00001511575,0.001732234,0.0005191061,0.0001636115,0.0001315831,0.00004620327,0.0006740932,0.000005896025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988955,0.0004639617,0.0001076921,0.00006795413,0.000005476521,0.000005754405,0.0001195715,0.000003718825,0.000330179],"genre_scores_gemma":[0.9990816,0.0003845913,0.0001000217,0.00003860742,0.00001674849,0.000005385763,0.000286549,0.000001890591,0.0000845121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00145276,"threshold_uncertainty_score":0.005463839,"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."}}