{"id":"W4313179238","doi":"10.1016/j.hpb.2022.05.847","title":"Transitioning from Open to Minimally Invasive Pancreaticoduodenectomy. the Learning Curve Factor in an Academic Center","year":2022,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Demographics; Context (archaeology); Invasive surgery; Open surgery; Surgery; Blood loss; Single Center; General surgery; Robotic surgery; Laparoscopy; 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":[0.0005609486,0.0001191652,0.0004173608,0.0001106363,0.0003003936,0.00003738169,0.0004278755,0.00006841929,0.00294901],"category_scores_gemma":[0.0003263607,0.00009168608,0.00004378356,0.0002617686,0.00004988133,0.000123448,0.0003016873,0.001002346,0.00007275898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002169135,"about_ca_system_score_gemma":0.0003495176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001204437,"about_ca_topic_score_gemma":0.0006111078,"domain_scores_codex":[0.9981177,0.0006045749,0.0002750536,0.0003239877,0.0003435817,0.0003350841],"domain_scores_gemma":[0.9989078,0.0005724447,0.00005531986,0.000251548,0.00004657447,0.0001663186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006734334,0.0001382996,0.9705335,0.00001072785,0.00005788411,0.0001107571,0.01312977,0.00008427216,0.01173043,0.00002226625,0.0004492291,0.003059381],"study_design_scores_gemma":[0.003056555,0.001165617,0.9782054,0.000116271,0.00006835395,0.00003629457,0.008090365,0.003286757,0.000300841,0.00006656614,0.005449199,0.0001577771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946656,0.000130531,0.0001537052,0.002072659,0.00005107944,0.0009628083,0.00005449094,0.00002428891,0.001884842],"genre_scores_gemma":[0.9948249,0.00004773954,0.001182675,0.002133859,0.0001099138,0.0003639028,0.0001351524,0.00002328585,0.0011786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01142959,"threshold_uncertainty_score":0.9979624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08226398862879608,"score_gpt":0.3865196608416173,"score_spread":0.3042556722128212,"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."}}