{"id":"W4393510495","doi":"10.1245/s10434-024-15209-9","title":"ASO Author Reflections: Can We Evaluate Surgical Quality for Pancreatic Neuroendocrine Tumors?","year":2024,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Surgical oncology; Medicine; Neuroendocrine tumors; General surgery; Internal medicine","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":[0.01460292,0.0006615155,0.001240701,0.001916756,0.003658744,0.007770721,0.002367948,0.02259567,0.008337343],"category_scores_gemma":[0.1096187,0.0006118495,0.0012978,0.001977114,0.004212477,0.008158178,0.003559154,0.03369167,0.005924469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004945158,"about_ca_system_score_gemma":0.01611561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01030156,"about_ca_topic_score_gemma":0.0209277,"domain_scores_codex":[0.9906629,0.002516953,0.001704488,0.0009931104,0.00301983,0.001102665],"domain_scores_gemma":[0.8497604,0.06328283,0.005982957,0.003020843,0.06280218,0.01515087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004207577,0.00002927993,0.002557359,0.0001108712,0.00001865698,0.00008045053,0.0002384887,0.00003496983,0.00006048045,0.001032483,0.9790172,0.01677776],"study_design_scores_gemma":[0.0001975923,0.000147939,0.007703987,0.002812371,0.0001826566,0.0009196806,0.006233993,0.0004610529,0.0005271902,0.016555,0.9640135,0.0002451484],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002825453,0.002343316,0.00006052785,0.9519773,0.04443014,0.000004518106,0.00006883546,0.000009524089,0.0008232428],"genre_scores_gemma":[0.007758466,0.005843048,0.0005531904,0.8813926,0.1004741,0.00004245049,0.00011254,0.00004773611,0.003775981],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02259567,"threshold_uncertainty_score":0.07722849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3034754872786917,"score_gpt":0.5530725244113566,"score_spread":0.2495970371326648,"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."}}