{"id":"W2278262965","doi":"10.1186/s13075-016-0924-2","title":"B-cell and T-cell quantification in minor salivary glands in primary Sjögren’s syndrome: development and validation of a pixel-based digital procedure","year":2016,"lang":"en","type":"article","venue":"Arthritis Research & Therapy","topic":"Salivary Gland Disorders and Functions","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Medicine; Nuclear medicine; Salivary gland; Pathology; Biopsy; Digital image analysis","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":[0.0004871578,0.0001044171,0.0002060391,0.000398391,0.00005659222,0.00003201915,0.00004872826,0.0000784057,0.00003392554],"category_scores_gemma":[0.00005972243,0.00007658402,0.00002012392,0.0003203783,0.0001355894,0.0001824362,0.00002264344,0.0001214027,0.000006909763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005309044,"about_ca_system_score_gemma":0.0002982778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004610452,"about_ca_topic_score_gemma":0.00004512668,"domain_scores_codex":[0.9988161,0.00007606639,0.0002902079,0.0002882138,0.0002839358,0.0002455182],"domain_scores_gemma":[0.9994041,0.0001985889,0.00004251991,0.0001633872,0.00009833081,0.0000930419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001015683,0.001116435,0.8246202,0.000198534,0.00001035749,0.00003263511,0.0009526629,6.884181e-7,0.03686937,0.00002494848,0.0002909124,0.1348675],"study_design_scores_gemma":[0.01760833,0.001329966,0.9507936,0.0008349703,0.000002815966,0.00005727526,0.0004898776,0.00004455023,0.02419522,0.0003345955,0.004098425,0.0002104198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927048,0.004909081,0.0001114576,0.0007941998,0.00001718488,0.000620789,0.00001441195,0.00001402288,0.0008140709],"genre_scores_gemma":[0.9955756,0.003583085,0.000279134,0.00005397253,0.00001121241,0.0001154031,0.00008430635,0.00001550715,0.0002817511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1346571,"threshold_uncertainty_score":0.3123006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03632861834562504,"score_gpt":0.2907108471002922,"score_spread":0.2543822287546671,"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."}}