{"id":"W4414611503","doi":"10.1177/23814683251364199","title":"Development and Qualitative Evaluation of a Decision Support Tool for Withdrawal of Biologic Therapy in Nonsystemic Juvenile Idiopathic Arthritis","year":2025,"lang":"en","type":"article","venue":"MDM Policy & Practice","topic":"Autoimmune and Inflammatory Disorders Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto; Alberta Children's Hospital; University of Calgary","funders":"Swedish Orphan Biovitrum; Genome Alberta; Pfizer; Cenovus Energy; Hospital for Sick Children; Astellas Pharma; Alberta Children's Hospital Foundation; Amgen; ZonMw; Arthritis Society; Children's Hospital Foundation; Ontario Genomics; Genome Canada","keywords":"Vignette; Decision support system; Arthritis; Consistency (knowledge bases); Juvenile; Decision analysis; Expert opinion; Decision aids","routes":{"ca_aff":true,"ca_fund":true,"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":[0.07810336,0.001045975,0.0007157128,0.00263013,0.003560262,0.004450642,0.003115187,0.001611313,0.003534966],"category_scores_gemma":[0.09859245,0.0005704905,0.001028484,0.001777915,0.005988701,0.003219893,0.005332628,0.001947075,0.0004808142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009084209,"about_ca_system_score_gemma":0.01305177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0027209,"about_ca_topic_score_gemma":0.004197388,"domain_scores_codex":[0.9361367,0.05555366,0.002196311,0.001352275,0.003005734,0.001755252],"domain_scores_gemma":[0.8327839,0.1477071,0.0036365,0.002579166,0.01029248,0.003000878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004492517,0.00135743,0.009502001,0.005157435,0.00004847437,0.001857679,0.7972258,0.001784022,0.003885451,0.006380457,0.006732914,0.165619],"study_design_scores_gemma":[0.0005284522,0.002032634,0.008060236,0.004872359,0.0001135176,0.0008019257,0.8944325,0.007335932,0.006386456,0.007310358,0.0679137,0.0002119912],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9027767,0.0006179828,0.06316061,0.005413388,0.0002479383,0.01146497,0.001216799,0.0002611752,0.0148405],"genre_scores_gemma":[0.8048995,0.0006990199,0.176362,0.001680779,0.00005496343,0.01286757,0.0006018284,0.0001009588,0.0027335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07810336,"threshold_uncertainty_score":0.413055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06555283764519192,"score_gpt":0.4539559302153033,"score_spread":0.3884030925701114,"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."}}