{"id":"W4403887687","doi":"10.1136/rmdopen-2023-003995","title":"Association between musculoskeletal sonographic features and response to treatment in patients with psoriatic arthritis","year":2024,"lang":"en","type":"article","venue":"RMD Open","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Women's College Hospital; University of Toronto","funders":"","keywords":"Medicine; Enthesitis; Psoriatic arthritis; Internal medicine; Synovitis; Discontinuation; Ustekinumab; Prospective cohort study; Arthritis; Disease; Adalimumab","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001784407,0.00015661,0.0003329153,0.0001723209,0.00007747143,0.0001147804,0.00004640912,0.00005996087,0.00003253712],"category_scores_gemma":[0.00005965747,0.0001129678,0.00004542673,0.0003283372,0.00001468085,0.0001216839,0.00006819687,0.00007726334,0.00003242963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003443765,"about_ca_system_score_gemma":0.00005745401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006307749,"about_ca_topic_score_gemma":0.001433381,"domain_scores_codex":[0.999032,0.00006867543,0.0001541313,0.0003093254,0.0002046024,0.0002312441],"domain_scores_gemma":[0.9995515,0.0001291647,0.00002851006,0.0001420715,0.00003565966,0.0001131096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001133347,0.0001683243,0.8904507,0.00002331693,0.0005010598,0.00008756751,0.000729746,2.718472e-7,0.000003218101,0.00001354907,0.0005792585,0.1063097],"study_design_scores_gemma":[0.008295581,0.003440311,0.9786469,0.0004283355,0.0001909103,0.000003385763,0.0001005654,7.277508e-7,0.00001452114,0.00003666143,0.008726494,0.0001156158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937758,0.001909943,9.56546e-7,0.002174726,0.00008259805,0.001486907,0.00007867562,0.00003101829,0.0004593302],"genre_scores_gemma":[0.9980303,0.0003456276,0.0002571831,0.00007789718,0.00005700004,0.0001998295,0.00007454124,0.00002213808,0.0009354702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1061941,"threshold_uncertainty_score":0.4606693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008401695310678404,"score_gpt":0.2813604943153946,"score_spread":0.2729587990047161,"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."}}