{"id":"W1994668814","doi":"10.1016/j.ijrobp.2014.05.1782","title":"Identification of Patients With Liver Cancer That Will Not Benefit From Radiation","year":2014,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Cancer Care Ontario","funders":"","keywords":"Medicine; Bilirubin; Carcinoembryonic antigen; Albumin; Internal medicine; Cirrhosis; Gastroenterology; Cancer; Radiation therapy; Logistic regression; Multivariate analysis; Liver function; Liver disease","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":[0.0002138074,0.0001957473,0.0004484968,0.0005148452,0.0004389665,0.000606782,0.0002308329,0.0006623141,0.00232346],"category_scores_gemma":[0.001324224,0.00007002525,0.0003282299,0.0004606384,0.000230523,0.0005516893,0.0002809324,0.0003407864,0.0004427765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002143906,"about_ca_system_score_gemma":0.000405724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001414405,"about_ca_topic_score_gemma":0.001809762,"domain_scores_codex":[0.9998401,0.00002873824,0.00001348054,0.00002369692,0.00002447429,0.00006951522],"domain_scores_gemma":[0.9994875,0.0001450636,0.0001404336,0.00002378008,0.00005547419,0.0001476275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005873477,0.00009898929,0.988927,0.0000189961,0.00001242269,0.000485009,0.0000554415,0.0001184199,0.001186757,0.00007892281,0.0005179227,0.007912917],"study_design_scores_gemma":[0.00003961422,0.0005274708,0.9920663,0.00002706706,0.000081761,0.002312552,0.0006662272,0.00112031,0.0009169815,0.0006956622,0.001533488,0.00001256274],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961669,0.0005041445,0.0001761461,0.0006222362,0.00002981676,0.00002166443,0.0002189623,0.000008556915,0.002251507],"genre_scores_gemma":[0.9986004,0.0001636654,0.0001951457,0.0001962901,0.00003813351,0.00001357458,0.0003758861,0.000003873242,0.0004130387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00232346,"threshold_uncertainty_score":0.007772684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03021743655104003,"score_gpt":0.2849122048096861,"score_spread":0.2546947682586461,"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."}}