{"id":"W4410792230","doi":"10.1002/art.43263","title":"Impact of Interleukin‐1 Blockade on the Development of Macrophage Activation Syndrome in Still Disease: Incidence and Diagnostic Validity of the <scp>EULAR</scp> / <scp>ACR</scp> / <scp>PRINTO</scp> 2016 <scp>MAS</scp> Classification Criteria","year":2025,"lang":"en","type":"article","venue":"Arthritis & Rheumatology","topic":"Autoimmune and Inflammatory Disorders Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"ZonMw; Swedish Orphan Biovitrum; Arthritis Society; Dutch Arthritis Society; Pfizer","keywords":"Medicine; Blockade; Immunology; Disease; Cytokine release syndrome; Incidence (geometry); Neuroscience; Immune system; Internal medicine; T cell; Psychology; Receptor","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001546318,0.0005511733,0.001377872,0.0006865534,0.0002516405,0.00005116698,0.0007881857,0.000370557,0.00003193026],"category_scores_gemma":[0.02915858,0.0004142866,0.0003025567,0.001070408,0.001121838,0.000339009,0.0005972689,0.0008416211,0.00003046122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002691287,"about_ca_system_score_gemma":0.001617847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003616464,"about_ca_topic_score_gemma":0.0001701118,"domain_scores_codex":[0.994594,0.0009326252,0.001970991,0.0007906771,0.0008076729,0.0009040682],"domain_scores_gemma":[0.986529,0.01044271,0.001045217,0.001221945,0.0005216723,0.000239487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004180576,0.001225053,0.9218569,0.001478269,0.0005077246,0.0001036487,0.008946016,0.00005478548,0.04957292,0.002379152,0.007395713,0.006438035],"study_design_scores_gemma":[0.00227172,0.0004377401,0.9527821,0.003944308,0.00006694048,0.0001407078,0.003237646,0.0004762881,0.03324331,0.001282227,0.002071581,0.00004545112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925862,0.003872629,0.0003376165,0.0002587982,0.0002508859,0.001683261,0.00007661644,0.00005628896,0.0008776945],"genre_scores_gemma":[0.9951555,0.003589232,0.0001270749,0.00008404324,0.00001171678,0.0002998793,0.00007855502,0.00005692721,0.0005970571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0309252,"threshold_uncertainty_score":0.9998309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02063569519143352,"score_gpt":0.300469659000932,"score_spread":0.2798339638094985,"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."}}