{"id":"W2979636712","doi":"10.1097/sla.0000000000003539","title":"Defining Benchmark Outcomes for ALPPS","year":2019,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Percentile; Stage (stratigraphy); Benchmarking; Benchmark (surveying); Liver disease; Surgery; Hepatectomy; Confidence interval; Internal medicine; Resection; Statistics","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":[0.04446379,0.0009531012,0.001031929,0.007813504,0.001040177,0.003836283,0.001835042,0.0008344142,0.001222394],"category_scores_gemma":[0.1417187,0.0001873105,0.0009630445,0.006106304,0.001756619,0.003679655,0.005498552,0.001254384,0.0003962525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00389835,"about_ca_system_score_gemma":0.005099172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001981767,"about_ca_topic_score_gemma":0.00134378,"domain_scores_codex":[0.966447,0.01483516,0.006038654,0.002895439,0.008126274,0.001657456],"domain_scores_gemma":[0.8972439,0.02823286,0.03603245,0.007509388,0.02814053,0.00284101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009338916,0.0003397318,0.6192143,0.001121578,0.0003975229,0.0003245725,0.003602037,0.02939048,0.001449805,0.06864548,0.01367211,0.2609086],"study_design_scores_gemma":[0.0001998868,0.00498258,0.6513731,0.003754654,0.0004453354,0.001377683,0.01090313,0.1074471,0.01024381,0.1385212,0.07039984,0.0003517042],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5283762,0.00441877,0.4154521,0.003492809,0.0006878684,0.002280757,0.007537132,0.001433101,0.03632122],"genre_scores_gemma":[0.9290606,0.0004741014,0.06028191,0.0003064866,0.0001708914,0.001847364,0.007291997,0.0001448909,0.0004216949],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04446379,"threshold_uncertainty_score":0.2351499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.36414296063503,"score_gpt":0.3425165153398232,"score_spread":0.0216264452952068,"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."}}