{"id":"W4385697375","doi":"10.1097/01.hs9.0000970688.75458.a8","title":"P946: TOCILIZUMAB PRE-TREATMENT SIGNIFICANTLY REDUCES THE INCIDENCE OF CYTOKINE RELEASE SYNDROME IN PATIENTS WITH RELAPSED/REFRACTORY MULTIPLE MYELOMA (RRMM) WHO RECEIVE CEVOSTAMAB","year":2023,"lang":"en","type":"article","venue":"HemaSphere","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Calgary; McGill University; University of Toronto; Jewish General Hospital; Institute of Cancer Research","funders":"","keywords":"Medicine; Tocilizumab; Internal medicine; Multiple myeloma; Cytokine release syndrome; Incidence (geometry); Refractory (planetary science); Gastroenterology; Immunotherapy; Chimeric antigen receptor; Rheumatoid arthritis; 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":[0.0002170543,0.0004046474,0.000683643,0.00017779,0.0001546689,0.00002400957,0.0002484135,0.0001560571,0.0002652045],"category_scores_gemma":[0.0005169633,0.0002414689,0.0001409625,0.001034444,0.0002499516,0.0001997557,0.0001094345,0.0003309131,0.0001520325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005508354,"about_ca_system_score_gemma":0.0004025091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001197981,"about_ca_topic_score_gemma":0.0008057551,"domain_scores_codex":[0.9968769,0.0002009176,0.0005619883,0.0006484874,0.001004523,0.0007071741],"domain_scores_gemma":[0.9977109,0.0005651791,0.0002471498,0.0008813705,0.0002813993,0.0003139987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01226318,0.0028267,0.9154882,0.0003523101,0.0006581348,0.002431333,0.00233704,0.0001737632,0.002156895,0.00002025583,0.001273802,0.06001841],"study_design_scores_gemma":[0.01436449,0.005440374,0.9648847,0.0008661529,0.0001053621,0.00003779302,0.0008801854,0.0004083145,0.01218474,0.00003042229,0.000549207,0.0002482686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955505,0.0003695276,0.000003187179,0.0003778853,0.00006465446,0.002585599,0.0001802902,0.0001159116,0.000752411],"genre_scores_gemma":[0.9955357,0.000252204,0.0002983988,0.00003089201,0.0000352496,0.000393623,0.000264826,0.00006816367,0.003120913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05977014,"threshold_uncertainty_score":0.9846815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0166835084563772,"score_gpt":0.2672355611624662,"score_spread":0.250552052706089,"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."}}