{"id":"W4411630493","doi":"10.3310/tndl1242","title":"Early detection to improve outcome in people with undiagnosed psoriatic arthritis: the PROMPT research programme including RCT","year":2024,"lang":"en","type":"article","venue":"Programme Grants for Applied Research","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Programme Grants for Applied Research","keywords":"Psoriatic arthritis; Medicine; Psoriasis; Arthritis; Observational study; Physical therapy; Cohort study; Cohort; Clinical trial; Randomized controlled trial; Internal medicine; Dermatology","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":[0.006244931,0.0003614723,0.0006259111,0.001038487,0.001138635,0.0006018467,0.0003416078,0.000188734,0.00001697394],"category_scores_gemma":[0.0006525419,0.0002310128,0.0001556241,0.004228439,0.0004066591,0.0001165185,0.0003328876,0.001496256,0.0001806909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000738974,"about_ca_system_score_gemma":0.0003378238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002669805,"about_ca_topic_score_gemma":0.008910492,"domain_scores_codex":[0.9934154,0.000207874,0.0006106086,0.001146571,0.001932451,0.002687161],"domain_scores_gemma":[0.9971122,0.001189859,0.00004364295,0.0006414548,0.000572318,0.0004404924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002540369,0.0009258132,0.02018661,0.0008304676,0.0003341663,0.0002567583,0.004059958,0.000001341173,0.001424022,0.001730583,0.0001555781,0.9675543],"study_design_scores_gemma":[0.1138775,0.09114204,0.4045545,0.01139701,0.0009722859,0.001006835,0.0653084,0.003155518,0.03167757,0.03984808,0.2325686,0.004491599],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677884,0.002680384,0.0002653988,0.003552051,0.0002992705,0.02425985,0.00003553089,0.0002992927,0.0008198536],"genre_scores_gemma":[0.9621561,0.0002075343,0.00111732,0.00003314625,0.0003532429,0.03559715,0.00003389282,0.0001345167,0.0003670653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9630628,"threshold_uncertainty_score":0.9420427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1398806267089775,"score_gpt":0.4195065949463395,"score_spread":0.279625968237362,"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."}}