{"id":"W4414580956","doi":"10.63032/bkra9238","title":"PORTRESS – the PORTuguese Reuma.pt registry for Sjögren’S disease","year":2025,"lang":"en","type":"article","venue":"ARP Rheumatology","topic":"Salivary Gland Disorders and Functions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sjögren’s Society of Canada","funders":"","keywords":"Disease; Portuguese; Clinical trial; Epidemiology; Longitudinal data; Disease registry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002380067,0.000433542,0.0007152082,0.003946771,0.0004795275,0.001089804,0.0006455219,0.000455401,0.01045485],"category_scores_gemma":[0.006273662,0.0002870552,0.0006082979,0.003467303,0.0002677127,0.0007430983,0.001284177,0.0004189476,0.003088498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007137624,"about_ca_system_score_gemma":0.001866711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004522333,"about_ca_topic_score_gemma":0.003047765,"domain_scores_codex":[0.9982216,0.0005875512,0.0003551949,0.0003347747,0.00031195,0.0001889874],"domain_scores_gemma":[0.9931877,0.0009612896,0.003027338,0.001019689,0.00101517,0.0007889059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003548598,0.0003439244,0.5913206,0.006209854,0.0006386861,0.005139285,0.002180423,0.001449522,0.004825224,0.007839187,0.1571348,0.2193699],"study_design_scores_gemma":[0.0004629951,0.0004412548,0.6514772,0.003019371,0.0002855136,0.01278469,0.0009130198,0.001213282,0.001485888,0.001448118,0.3263717,0.00009701936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4929208,0.0208455,0.01235507,0.004486909,0.0008694068,0.002609862,0.3684495,0.001611852,0.09585101],"genre_scores_gemma":[0.7782682,0.007554327,0.01191656,0.0007576689,0.0007519555,0.001736178,0.1896201,0.000422426,0.008972538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01045485,"threshold_uncertainty_score":0.03497499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01228345005828523,"score_gpt":0.2902282820155088,"score_spread":0.2779448319572236,"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."}}