{"id":"W3207993717","doi":"10.1186/s12903-021-01917-1","title":"Detection of xerostomia, Sicca, and Sjogren’s syndromes in a national sample of adults","year":2021,"lang":"en","type":"article","venue":"BMC Oral Health","topic":"Salivary Gland Disorders and Functions","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Borrow Foundation; Universitetet i Tromsø","keywords":"Medicine; Sicca syndrome; Dry mouth; Cross-sectional study; Sjögren syndrome; Residence; Internal medicine; Dermatology; Saliva; Systemic disease; Disease; Demography; Pathology","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":[0.0001359596,0.00004449264,0.0001882317,0.00008871727,0.00002342111,0.000001511327,0.00001027448,0.00003408469,0.00005175179],"category_scores_gemma":[0.0001729519,0.00004079333,0.00002909792,0.0001991133,0.00002541621,0.00002869713,0.0000106173,0.00005234338,8.309515e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003364319,"about_ca_system_score_gemma":0.0003356805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003020508,"about_ca_topic_score_gemma":0.01369263,"domain_scores_codex":[0.9994334,0.00003434698,0.0002083336,0.0001059623,0.0001294889,0.0000884601],"domain_scores_gemma":[0.99963,0.00009500286,0.00006239505,0.00006374855,0.00009643603,0.00005241789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004335229,0.0002332392,0.9913831,0.0007016843,0.00001055796,0.000001713101,0.0002723904,0.000007159983,0.0004441145,0.0003699556,0.0001883515,0.005954151],"study_design_scores_gemma":[0.002481094,0.0005393944,0.9938977,0.0001699594,0.000008378524,0.00004821399,0.000692,0.0007702609,0.0005607865,0.000457366,0.0003305687,0.0000442721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970701,0.001335045,0.001019278,0.0001780985,0.00007493075,0.0001283321,0.00004764793,0.000007825201,0.0001387161],"genre_scores_gemma":[0.997124,0.0001428875,0.002444794,0.0001715781,0.00001913568,0.000006205853,0.00004543674,0.000004418579,0.00004153921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01067212,"threshold_uncertainty_score":0.7640808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05078336105196521,"score_gpt":0.3299491901265438,"score_spread":0.2791658290745785,"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."}}