{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001173168,0.000125832,0.0002769126,0.00008030196,0.0001685124,0.000008307553,0.0001229419,0.00009105194,0.000172835],"category_scores_gemma":[0.0005431174,0.00008181485,0.0001456883,0.0001491367,0.000152884,0.000030806,0.00004504931,0.0001255503,0.00002639477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000165077,"about_ca_system_score_gemma":0.0002404598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001545371,"about_ca_topic_score_gemma":0.0000474777,"domain_scores_codex":[0.9991116,0.0000286714,0.0002667484,0.0002608589,0.00007922994,0.0002528807],"domain_scores_gemma":[0.9988699,0.0002619635,0.0000759383,0.0005968184,0.00008037238,0.00011504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001027558,0.0002770715,0.5287812,0.0002709736,0.0002005679,0.00005928399,0.0001070376,0.000005047763,0.00001063314,0.09303284,0.3678878,0.00833996],"study_design_scores_gemma":[0.005126799,0.0001671827,0.6769703,0.0002928991,0.0005046176,0.0003578454,0.001036302,0.0008427544,0.00002938062,0.02711563,0.2872758,0.0002804876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6620783,0.03947302,0.02338874,0.1835656,0.006292954,0.003239691,0.0002178016,0.0006840277,0.08105986],"genre_scores_gemma":[0.9818318,0.0008182409,0.0001831742,0.003099682,0.00003443004,0.0002580636,0.0001945858,0.00001637025,0.01356362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3197535,"threshold_uncertainty_score":0.3336313,"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."}}