{"id":"W4283688485","doi":"10.1136/annrheumdis-2022-eular.4114","title":"POS1361 THE CANADIAN RESEARCH GROUP OF RHEUMATOLOGY IN IMMUNO-ONCOLOGY (CanRIO): A NATIONWIDE MULTI-CENTER PROSPECTIVE COHORT","year":2022,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Dalhousie University; McGill University; University of Calgary; University of Alberta; University of British Columbia","funders":"","keywords":"Medicine; Internal medicine; Cancer; Rheumatology; Clinical trial; Adverse effect; Cohort; Immunotherapy; Prospective cohort study; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001974007,0.0001728524,0.0004954036,0.0003816547,0.001119481,0.0000126398,0.001276027,0.0001089034,0.0005222681],"category_scores_gemma":[0.001044273,0.0001186392,0.0002256486,0.0007607858,0.00135892,0.00008267645,0.000493723,0.0005858952,0.00002570682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001574374,"about_ca_system_score_gemma":0.0009707641,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1517072,"about_ca_topic_score_gemma":0.03917434,"domain_scores_codex":[0.9960813,0.002083103,0.0007357458,0.0002764512,0.0001939021,0.000629517],"domain_scores_gemma":[0.9979248,0.0007615791,0.0003630974,0.0006770844,0.0002570431,0.00001641087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001307082,0.008777169,0.8906471,0.0003370188,0.001956249,0.00001000604,0.02273858,0.0007883246,0.003027067,0.03963031,0.006871223,0.02390988],"study_design_scores_gemma":[0.003270794,0.0003884131,0.9708371,0.0002152394,0.0000519404,0.00007719581,0.01053823,0.0001214282,0.0007403902,0.004384683,0.009129448,0.0002451582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715258,0.02177532,0.000003728174,0.003367585,0.0006541741,0.001218822,0.0002704345,0.00001508902,0.001169036],"genre_scores_gemma":[0.9985479,0.000368431,0.00000476278,0.0002395195,5.695359e-7,0.0003913596,0.00008383928,0.00001710349,0.0003465506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1125328,"threshold_uncertainty_score":0.9783582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04257817853278983,"score_gpt":0.3292987939011691,"score_spread":0.2867206153683792,"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."}}