{"id":"W4404007927","doi":"10.1002/prp2.70024","title":"Identification of cytokine release syndrome and indicators of severity in retrospective databases among patients receiving immunotherapy","year":2024,"lang":"en","type":"article","venue":"Pharmacology Research & Perspectives","topic":"CAR-T cell therapy research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis","funders":"Ipsen; Flatiron Health; Pharmacyclics; BeiGene; Janssen Scientific Affairs; Servier; TG Therapeutics; Celgene; AstraZeneca; Eli Lilly and Company","keywords":"Medicine; Retrospective cohort study; Tocilizumab; Lasso (programming language); Database; Internal medicine; Emergency medicine; Computer science; Rheumatoid arthritis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01181186,0.0003529419,0.0008114557,0.002411362,0.0003084325,0.001378585,0.0006571559,0.0006206299,0.0004903301],"category_scores_gemma":[0.04121032,0.0003649853,0.0008734106,0.003714529,0.000276689,0.00089878,0.0009388828,0.0006018689,0.0001395469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004910247,"about_ca_system_score_gemma":0.0006675349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003704214,"about_ca_topic_score_gemma":0.00275396,"domain_scores_codex":[0.9875224,0.005262314,0.003529125,0.001585342,0.001701663,0.0003990622],"domain_scores_gemma":[0.9574126,0.01714809,0.01824689,0.003023664,0.003598599,0.0005701565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001848701,0.0000247504,0.9978677,0.00003009552,0.00007827192,0.0000290288,0.0000592488,0.0002121405,0.00009217506,0.00004008278,0.0001065188,0.001275107],"study_design_scores_gemma":[0.00003382671,0.0002422546,0.9881737,0.00006816215,0.0001845611,0.0004917729,0.0003538907,0.009114243,0.000528914,0.000112092,0.0006804061,0.00001625584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948591,0.0005139239,0.001304326,0.00009743985,0.000007778216,0.00008510055,0.002776132,0.00001601654,0.0003401106],"genre_scores_gemma":[0.9940026,0.0002096435,0.001863848,0.00007136368,0.00001725246,0.00009843134,0.003690993,0.000004071416,0.0000415735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01181186,"threshold_uncertainty_score":0.06246781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03275787449147814,"score_gpt":0.4094743979644281,"score_spread":0.37671652347295,"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."}}