{"id":"W4321597742","doi":"10.3390/diagnostics13050851","title":"Advanced Autoantibody Testing in Systemic Sclerosis","year":2023,"lang":"en","type":"review","venue":"Diagnostics","topic":"Systemic Sclerosis and Related Diseases","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Autoantibody; Medicine; Anti-nuclear antibody; Immunology; Scleroderma (fungus); Antibody; Systemic disease; Disease; Pathology; Immunopathology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003385713,0.0005275182,0.002610896,0.0005360484,0.00006301435,0.00004094074,0.0002301649,0.000612765,0.00001811517],"category_scores_gemma":[0.00775595,0.000407418,0.0004715457,0.001685873,0.00005234229,0.00003832139,0.0001177092,0.0006061594,0.001031502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003294162,"about_ca_system_score_gemma":0.0006151262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004480248,"about_ca_topic_score_gemma":0.000002739968,"domain_scores_codex":[0.9969464,0.0001447139,0.001364455,0.0006162645,0.0004039465,0.000524251],"domain_scores_gemma":[0.9947146,0.003776636,0.0004955605,0.0006261786,0.0001341397,0.0002529033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000004323669,0.0001629452,0.001241315,0.06902985,0.0002340536,0.0005067557,0.0000391017,0.00001735831,0.000007413881,0.00003295734,0.001949274,0.9267746],"study_design_scores_gemma":[0.0007959101,0.00009512737,0.001331127,0.9220909,0.002699655,0.000262486,0.0001096157,0.00006282787,0.000001157519,0.000005848957,0.07204323,0.0005021545],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004052417,0.9955155,0.000002864596,0.00001145318,0.001017123,0.00198283,0.0001416577,0.0003875892,0.0005357753],"genre_scores_gemma":[0.0002898682,0.9979263,0.0001315145,0.00004330611,0.0003772063,0.0004042584,0.0003204261,0.0001980059,0.0003091153],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9262725,"threshold_uncertainty_score":0.9998378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.21789237190695,"score_gpt":0.382764424738312,"score_spread":0.1648720528313619,"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."}}