{"id":"W4399906768","doi":"10.1093/rap/rkae074","title":"Deciphering difficult-to-treat psoriatic arthritis (D2T-PsA): a GRAPPA perspective from an international survey of healthcare professionals","year":2024,"lang":"en","type":"article","venue":"Rheumatology Advances in Practice","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Canada; Arthritis Society; Canadian Arthritis Network; University of Toronto; University Health Network; Women's College Hospital","funders":"Department of Medicine, University of Toronto; University of Toronto; Regeneron Pharmaceuticals; Amgen; Pfizer; AstraZeneca; Eli Lilly and Company","keywords":"Medicine; Psoriatic arthritis; Health professionals; Health care; Perspective (graphical); Family medicine; Arthritis; Dermatology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.008833918,0.0002483762,0.000339239,0.001848155,0.001131729,0.002406376,0.0003761235,0.0009854923,0.001814346],"category_scores_gemma":[0.02200566,0.0002590945,0.000370598,0.001851417,0.001229055,0.002865016,0.002229231,0.001544919,0.0002304239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001129938,"about_ca_system_score_gemma":0.002400198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005921684,"about_ca_topic_score_gemma":0.006465027,"domain_scores_codex":[0.992946,0.003969479,0.0007380237,0.0004573267,0.001153305,0.0007359511],"domain_scores_gemma":[0.9835917,0.007620497,0.004796839,0.0002601886,0.001876237,0.001854542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001102835,0.0001326351,0.7360867,0.001336267,0.0001061692,0.0006289136,0.1662704,0.000154641,0.0006675331,0.001796067,0.01170934,0.08100112],"study_design_scores_gemma":[0.0000264003,0.0002284446,0.6145026,0.001674127,0.00005636981,0.001760715,0.3513869,0.0005214437,0.0002047598,0.00125564,0.02832543,0.0000570642],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9580668,0.006559196,0.001794091,0.02430506,0.0001533502,0.0001063707,0.0004627907,0.00001327605,0.008538903],"genre_scores_gemma":[0.9902683,0.003911471,0.0008213131,0.004378065,0.00009431162,0.00005184056,0.0002269928,0.000005625074,0.0002421237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008833918,"threshold_uncertainty_score":0.04671878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01613447063274834,"score_gpt":0.3969772632262693,"score_spread":0.3808427925935209,"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."}}