{"id":"W4400655015","doi":"10.3899/jrheum.2024-0238","title":"Young-GRAPPA 2023: The Future Is Bright","year":2024,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Cilag; European Academy of Dermatology and Venereology; Celgene; Amgen; Pfizer; Eli Lilly and Company; Bristol-Myers Squibb; GlaxoSmithKline","keywords":"Venereology; Psoriatic arthritis; Medicine; Rheumatology; Alliance; Family medicine; Dermatology; Internal medicine; Psoriasis; Political science; Medical physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01759833,0.0007826713,0.0008852037,0.000922821,0.002373794,0.01033842,0.00142866,0.008960416,0.08385367],"category_scores_gemma":[0.01483058,0.0005072225,0.001245975,0.001050511,0.001964489,0.006532887,0.004881508,0.009939445,0.035445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002277561,"about_ca_system_score_gemma":0.02165767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003226573,"about_ca_topic_score_gemma":0.007881817,"domain_scores_codex":[0.9958565,0.001475574,0.0001670732,0.0003751758,0.0008432581,0.00128252],"domain_scores_gemma":[0.9632924,0.003683828,0.0009272009,0.0005296759,0.003013287,0.0285536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002256749,0.0001186871,0.0003740336,0.0003016815,0.00001161258,0.00009064922,0.00009590715,0.00004303138,0.0001609464,0.00935041,0.892963,0.09626433],"study_design_scores_gemma":[0.000106095,0.00009970421,0.0006153786,0.0007506754,0.00001139944,0.0001719496,0.0002377663,0.00007104768,0.0001054131,0.006643522,0.9911672,0.00001980323],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002185156,0.09267247,0.003106599,0.7727254,0.07410395,0.0001026192,0.001698945,0.001298535,0.05210631],"genre_scores_gemma":[0.0302346,0.1333826,0.01888574,0.640685,0.06485183,0.0005232993,0.00570801,0.001312312,0.1044167],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08385367,"threshold_uncertainty_score":0.2805185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00871372781198109,"score_gpt":0.2727069297352973,"score_spread":0.2639932019233162,"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."}}