{"id":"W2903685467","doi":"10.1016/j.ijsu.2018.11.029","title":"Portal vein embolization does not affect the long-term survival and risk of cancer recurrence among colorectal liver metastases patients: A prospective cohort study","year":2018,"lang":"en","type":"article","venue":"International Journal of Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Centre Hospitalier de l’Université de Montréal; Centre Hospitalier Universitaire de Sherbrooke","funders":"","keywords":"Medicine; Colorectal cancer; Prospective cohort study; Proportional hazards model; Hepatectomy; Internal medicine; Cohort; Surgery; Cancer; Gastroenterology; Oncology; Resection","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007944698,0.000126682,0.0003510283,0.0001880005,0.0000580464,0.0000338071,0.0000926826,0.00003443632,0.0001514937],"category_scores_gemma":[0.0004351609,0.00007062247,0.0001609867,0.0001208928,0.000193997,0.0002190126,0.00004181587,0.0001344592,0.000001233806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007362439,"about_ca_system_score_gemma":0.0001169479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004831422,"about_ca_topic_score_gemma":0.0005411514,"domain_scores_codex":[0.9984154,0.0002038347,0.0004464531,0.0001483069,0.0006814482,0.0001045422],"domain_scores_gemma":[0.9974592,0.0004339369,0.0006485012,0.00007711347,0.001313965,0.00006731749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009242987,0.0006860259,0.9908138,0.00001185548,0.002153242,0.0001872509,0.0005387835,3.236032e-7,0.00005536192,0.000005127787,0.00005935331,0.004564608],"study_design_scores_gemma":[0.0008872433,0.0005094294,0.9911419,0.0001723654,0.0007685782,0.00003174087,0.0001113274,0.00005090914,0.006246194,0.000006482289,0.000003439705,0.0000704525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997867,0.0003449498,0.00002914402,0.00004688152,0.001056666,0.0005134207,0.0000883139,0.000005425332,0.00004818059],"genre_scores_gemma":[0.9987231,0.0007904877,0.00001468656,0.00001099363,0.0003819539,0.00002556917,0.00002209537,0.00001109448,0.00001998754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006190832,"threshold_uncertainty_score":0.2879901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04172452168767096,"score_gpt":0.2928376427212975,"score_spread":0.2511131210336265,"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."}}