{"id":"W2951777982","doi":"10.21037/hbsn.2019.06.06","title":"An updated scoring system for prediction of survival after resection of colorectal liver metastases: addition of KRAS status as an important risk modifier","year":2020,"lang":"en","type":"letter","venue":"HepatoBiliary Surgery and Nutrition","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; KRAS; Colorectal cancer; Resection; Oncology; Overall survival; Internal medicine; Hepatectomy; Chemotherapy; Surgery; Cancer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007161695,0.0003777044,0.001256137,0.0005141634,0.00008630568,0.00001599786,0.00004787181,0.0005919606,0.00009177973],"category_scores_gemma":[0.00008077123,0.0003633324,0.000464075,0.0003322138,0.0001388075,0.0004241812,0.0000180407,0.0004316954,9.344083e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001214855,"about_ca_system_score_gemma":0.000169344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008929949,"about_ca_topic_score_gemma":0.00003928815,"domain_scores_codex":[0.9966663,0.0006917895,0.001189163,0.00062683,0.0005043788,0.0003215083],"domain_scores_gemma":[0.9976908,0.0003823884,0.0008993388,0.0003468115,0.0004963187,0.0001843539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.02138134,0.001484047,0.9294557,0.01625304,0.001190557,0.0007710411,0.0003970606,7.31098e-7,0.008979306,0.00001017786,0.01870434,0.001372657],"study_design_scores_gemma":[0.01662954,0.04566354,0.1800383,0.01412395,0.02266565,0.0007186849,0.002629672,0.04928198,0.6392117,0.0005516815,0.02603461,0.002450718],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974897,0.001322106,0.0001082444,0.0004524464,0.0004177276,0.002159182,0.0205534,0.00007807048,0.00001178246],"genre_scores_gemma":[0.9427337,0.002011081,0.000285261,0.0003636637,0.0006494447,0.0005563072,0.0533302,0.00006550032,0.000004829678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7494174,"threshold_uncertainty_score":0.9998819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0451593483400513,"score_gpt":0.2424529107161214,"score_spread":0.1972935623760701,"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."}}