{"id":"W2418251908","doi":"10.1111/cen.13021","title":"Adrenal surgery in England: better outcomes in high‐volume practices","year":2016,"lang":"en","type":"article","venue":"Clinical Endocrinology","topic":"Adrenal and Paraganglionic Tumors","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Aberdeen Regional Hospital","funders":"","keywords":"Medicine; Internal medicine; Endocrinology","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":[0.000574252,0.0001714079,0.0008881115,0.0002605151,0.0000166569,0.000004700452,0.0001255545,0.0001803887,0.0008656334],"category_scores_gemma":[0.005494101,0.0001015642,0.0001839891,0.0001606492,0.000262731,0.000108617,0.00009296989,0.0005361941,0.0006350274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004308351,"about_ca_system_score_gemma":0.0001455226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002316886,"about_ca_topic_score_gemma":0.0004510616,"domain_scores_codex":[0.9974709,0.0003503651,0.001002398,0.0004456454,0.0001474695,0.0005832019],"domain_scores_gemma":[0.9951404,0.004009192,0.000331238,0.0003329532,0.00003798651,0.0001482033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004042554,0.0003940321,0.9440175,0.00001286862,0.00003711264,0.00907544,0.00002189747,2.398969e-7,0.00001229023,0.0002436099,0.000910816,0.04486995],"study_design_scores_gemma":[0.004544405,0.0002500223,0.9708166,0.00008085702,0.00002467914,0.001082584,0.00001085413,0.000004627657,0.00007650514,0.0006823732,0.02228977,0.0001367445],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9615328,0.0001144978,0.00002396157,0.03694145,0.0007214358,0.0001551741,0.000006776263,0.00004789145,0.000456038],"genre_scores_gemma":[0.9939997,0.0001344889,0.000184948,0.002948943,0.0004410162,0.00002888495,0.000008995826,0.00001681873,0.002236186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04473321,"threshold_uncertainty_score":0.9478079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07537133704279399,"score_gpt":0.382800869453304,"score_spread":0.30742953241051,"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."}}