{"id":"W3214644446","doi":"10.2196/31647","title":"Discovery of Arthritis in Psoriasis Patients for Early Rheumatological Referral (DAPPER): Protocol for a Longitudinal Observational Study","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Radboud Universitair Medisch Centrum; Radboud Universiteit","keywords":"Medicine; Observational study; Referral; Psoriatic arthritis; Psoriasis; Outpatient clinic; Rheumatology; Population; Internal medicine; Physical therapy; Family medicine; Dermatology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03448501,0.003745695,0.004254209,0.001983482,0.003745961,0.002035413,0.00204146,0.003753999,0.02254581],"category_scores_gemma":[0.02235278,0.002311608,0.003258879,0.003213364,0.001392214,0.00210063,0.002150742,0.003777485,0.006509763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004601965,"about_ca_system_score_gemma":0.01669955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006109992,"about_ca_topic_score_gemma":0.00706957,"domain_scores_codex":[0.9827974,0.01074798,0.002672956,0.001440263,0.001084174,0.001257176],"domain_scores_gemma":[0.9811504,0.003760009,0.003504954,0.002625938,0.006458061,0.002500589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.4911804,0.05212992,0.1012013,0.03536547,0.004525966,0.001901528,0.005425656,0.01181205,0.005825831,0.01034901,0.1618343,0.1184486],"study_design_scores_gemma":[0.404768,0.07525722,0.2545305,0.0130444,0.002596527,0.0007312591,0.00338105,0.01071594,0.003405484,0.009677333,0.2209653,0.000926976],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.005822329,0.0001885571,0.002414147,0.0002493092,0.0001509551,0.9827361,0.007498457,0.00007969055,0.0008603691],"genre_scores_gemma":[0.003071481,0.00006411967,0.002206183,0.000116636,0.0000208888,0.9932339,0.001090224,0.000003870921,0.0001925865],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03448501,"threshold_uncertainty_score":0.1823764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5348839348936633,"score_gpt":0.5720083925511608,"score_spread":0.0371244576574975,"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."}}