{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003847006,0.0001032346,0.0004523786,0.0001241634,0.0000207764,0.000005504554,0.00003032539,0.00006255681,0.0002988072],"category_scores_gemma":[0.0001574259,0.00008182946,0.0004321825,0.00009570161,0.00001783733,0.00005938005,0.000012994,0.00003961945,0.00009348356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004203527,"about_ca_system_score_gemma":0.0000666944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002294004,"about_ca_topic_score_gemma":5.744399e-7,"domain_scores_codex":[0.999221,0.00001599458,0.0002555816,0.0001480935,0.0001425059,0.0002167931],"domain_scores_gemma":[0.9987368,0.0007816504,0.00008811329,0.0002013293,0.000116393,0.00007572835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008852694,0.00008214114,0.9791327,0.0001562049,0.0001541715,0.00001040718,0.00003741125,9.669022e-8,0.0001880884,0.0003714386,0.01058452,0.009194258],"study_design_scores_gemma":[0.0006292176,0.0002079941,0.9363965,0.0002093702,0.0001129288,0.000007353821,0.00005752123,0.0001106681,0.03182904,0.0003231796,0.02993768,0.0001785465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920523,0.001438083,0.000007836367,0.002264454,0.000175759,0.0003020959,0.00002271107,0.00002354623,0.00371325],"genre_scores_gemma":[0.9973428,0.0001260766,0.0003228983,0.0008948508,0.00003090436,0.00003042608,0.0001123825,0.00001666786,0.001123035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04273624,"threshold_uncertainty_score":0.3336909,"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."}}