{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007362677,0.0003002844,0.0007133691,0.0001240629,0.0001244384,0.0000592684,0.00009161289,0.0001187562,0.00008831908],"category_scores_gemma":[0.00005675482,0.0002246529,0.0001416124,0.0004786134,0.00007843917,0.0003769978,0.00005293599,0.0006378097,0.000003221426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004243529,"about_ca_system_score_gemma":0.0005385358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001184066,"about_ca_topic_score_gemma":0.0009671038,"domain_scores_codex":[0.9966816,0.0003579579,0.001738124,0.0002823264,0.0005589431,0.0003810308],"domain_scores_gemma":[0.9978574,0.0002011362,0.0005904027,0.0007115505,0.0003470943,0.0002924485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001034243,0.002450642,0.9734553,0.00007662817,0.0001809118,0.001494622,0.002350477,0.009588419,0.000001166895,3.737653e-7,0.00002980133,0.009337479],"study_design_scores_gemma":[0.01923962,0.006173333,0.8790175,0.0001059249,0.0009459435,0.0002577835,0.005383113,0.08850387,0.00005334358,0.000004317571,0.00005700402,0.000258247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951499,0.0002939711,0.002685449,0.00001019761,0.0002678305,0.0013519,0.00005710727,0.00003572695,0.0001479233],"genre_scores_gemma":[0.9918764,0.00009265235,0.007345975,0.0002890364,0.0001543227,0.00006314933,0.0001031901,0.00004354666,0.00003178995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09443773,"threshold_uncertainty_score":0.9161081,"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."}}