{"id":"W3136630340","doi":"10.1200/cci.20.00107","title":"Risk Prediction Using Bayesian Networks: An Immunotherapy Case Study in Patients With Metastatic Renal Cell Carcinoma","year":2021,"lang":"en","type":"article","venue":"JCO Clinical Cancer Informatics","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Toronto","funders":"","keywords":"Medicine; Renal cell carcinoma; Adverse effect; Internal medicine; Oncology; Nivolumab; Receiver operating characteristic; Everolimus; Immunotherapy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00415761,0.0004655511,0.0005164603,0.0005523596,0.0008183545,0.0008787362,0.0005167816,0.001210563,0.0008985102],"category_scores_gemma":[0.01877488,0.0002564775,0.0006417417,0.0006289893,0.0004803183,0.0006191821,0.0005126831,0.001136687,0.0001445228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001076372,"about_ca_system_score_gemma":0.0008765871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008303566,"about_ca_topic_score_gemma":0.007076111,"domain_scores_codex":[0.9986308,0.0008959879,0.00006758735,0.000148158,0.0001765771,0.00008083217],"domain_scores_gemma":[0.990145,0.007858579,0.0008305052,0.0004287004,0.0004143202,0.0003229575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001347987,0.001359825,0.8446024,0.0001017691,0.0002251023,0.01532764,0.0007685392,0.08267909,0.0006357672,0.002351088,0.001740594,0.04886023],"study_design_scores_gemma":[0.0004483172,0.001736291,0.1448264,0.0001187111,0.0001494294,0.01754515,0.0007110845,0.8236204,0.001303673,0.006853802,0.002608333,0.00007836138],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899793,0.0002906549,0.007316336,0.001039714,0.000008483449,0.00008467691,0.0001616353,0.00002182204,0.001097433],"genre_scores_gemma":[0.9960384,0.0001127129,0.003498953,0.0000688722,0.00001733005,0.00002831435,0.000109201,0.000004119704,0.0001221012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008303566,"threshold_uncertainty_score":0.0219878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05428316814276068,"score_gpt":0.3543036577697065,"score_spread":0.3000204896269458,"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."}}