{"id":"W2899030278","doi":"10.3747/co.25.4047","title":"Predictors of Immunotherapy-Induced Immune-Related Adverse Events","year":2018,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital; Queen's University","funders":"","keywords":"Medicine; Ipilimumab; Nivolumab; Pembrolizumab; Internal medicine; Renal cell carcinoma; Kidney cancer; Odds ratio; Adverse effect; Cancer; Lung cancer; Oncology; Immunotherapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.000471704,0.000219006,0.0002516838,0.0003202638,0.0001829748,0.0003212212,0.0001687536,0.0002278757,0.001250556],"category_scores_gemma":[0.002631118,0.00008256185,0.0003090102,0.0004556541,0.0001926716,0.0001769444,0.0002058525,0.0005057623,0.0001140347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001783716,"about_ca_system_score_gemma":0.0004436769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001410837,"about_ca_topic_score_gemma":0.001727803,"domain_scores_codex":[0.9996475,0.00009918263,0.00005220062,0.00005417941,0.00008647209,0.00006041459],"domain_scores_gemma":[0.997282,0.0005038468,0.001651003,0.00006980512,0.000207916,0.0002854505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004571155,0.000009252271,0.9990036,0.000006200607,0.00001440972,0.00005487792,0.000004773302,0.00003946678,0.0000666852,0.000003736616,0.00002550343,0.0007258304],"study_design_scores_gemma":[0.000005902101,0.0001008176,0.9986649,0.000008607824,0.00002561239,0.0007101626,0.00002669186,0.0001976632,0.0000924339,0.00001148674,0.0001541934,0.000001647902],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982444,0.0008872871,0.0001227846,0.00007309846,0.000007488945,0.00001133284,0.0001837541,0.000004226801,0.0004656668],"genre_scores_gemma":[0.9996185,0.0001188313,0.00006393982,0.0000161784,0.00001432911,0.000003340442,0.0001287962,6.849158e-7,0.00003544863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001410837,"threshold_uncertainty_score":0.004183531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05266787892698031,"score_gpt":0.3754606896998456,"score_spread":0.3227928107728653,"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."}}