{"id":"W4411419447","doi":"10.1016/j.ard.2025.06.1588","title":"ABS0730 TREATMENT SEQUENCING AND LINE OF THERAPY FOR BIOLOGICS AND JAK INHIBITORS IN RHEUMATOID ARTHRITIS PATIENTS: IMPLICATIONS FOR DESIGN AND UPTAKE OF NEW DRUGS AND DIAGNOSTICS","year":2025,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Riverview Hospital","funders":"","keywords":"Medicine; Rheumatoid arthritis; Antirheumatic Agents; Internal medicine; Second line; Oncology; Pharmacology; First line","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":[0.01830116,0.000234811,0.0005458483,0.001125465,0.0003774751,0.001189059,0.000956196,0.0006691301,0.002321636],"category_scores_gemma":[0.05339463,0.000234241,0.0008887529,0.001737522,0.0003301729,0.0008551364,0.000848531,0.0007838992,0.000360951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00107906,"about_ca_system_score_gemma":0.00222601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0120462,"about_ca_topic_score_gemma":0.01402505,"domain_scores_codex":[0.9772349,0.01744314,0.001603656,0.001322416,0.001744757,0.0006510398],"domain_scores_gemma":[0.9413427,0.03698798,0.01544742,0.001586752,0.002922544,0.001712565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005318097,0.00014535,0.9856998,0.00005197221,0.000117252,0.00003310237,0.0001933041,0.0007411871,0.0001096631,0.0003568683,0.0007527141,0.01126691],"study_design_scores_gemma":[0.0001526542,0.0006392905,0.9716826,0.0001708744,0.0002463563,0.0001900201,0.0008047698,0.02136919,0.0003081328,0.001832491,0.002581806,0.00002168181],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899865,0.0009025897,0.002340573,0.002054786,0.00003611843,0.0001364205,0.002108237,0.00001834942,0.002416347],"genre_scores_gemma":[0.995931,0.0001760158,0.002208437,0.0005057667,0.00003388664,0.0001117584,0.0008417223,0.000008168956,0.0001832629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01830116,"threshold_uncertainty_score":0.09678692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08405174068899665,"score_gpt":0.3639019175314554,"score_spread":0.2798501768424587,"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."}}