{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009362762,0.0008819951,0.0006485605,0.001696963,0.003060369,0.001461322,0.001261681,0.00109387,0.008795456],"category_scores_gemma":[0.001982478,0.001024315,0.0009145374,0.003495258,0.0004907537,0.0008987546,0.001395578,0.001496824,0.002251932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002036373,"about_ca_system_score_gemma":0.003602066,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2368774,"about_ca_topic_score_gemma":0.2677683,"domain_scores_codex":[0.9983503,0.0002326963,0.00009949084,0.0004729016,0.0003017756,0.0005428632],"domain_scores_gemma":[0.9984853,0.00008146056,0.0003436288,0.0002925551,0.0003874214,0.0004096452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000256718,0.0000921607,0.9953077,0.00001244908,0.0001323594,0.0002240527,0.0001157388,0.00003857528,0.0002926951,0.0001133033,0.002396613,0.001017678],"study_design_scores_gemma":[0.00005894247,0.0001088293,0.9962213,0.00001718105,0.00009294556,0.0003792495,0.0006167205,0.0001274801,0.00005953129,0.00008097181,0.002215935,0.00002091045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700398,0.0003272173,0.0003532173,0.0003810006,0.00006209118,0.0001468464,0.0246501,0.00002274176,0.004016866],"genre_scores_gemma":[0.9815302,0.0002278683,0.0003380139,0.0003877624,0.00005241901,0.0001810172,0.01369842,0.00003224739,0.00355201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7631226,"threshold_uncertainty_score":0.4709973,"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."}}