{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006187198,0.0006333707,0.001160424,0.003144774,0.0001943096,0.0008448355,0.000570643,0.0008610532,0.00306855],"category_scores_gemma":[0.001875972,0.0001820152,0.0006673488,0.002941379,0.0002735411,0.0008891306,0.0005453621,0.001107701,0.000998725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004809166,"about_ca_system_score_gemma":0.001130773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001431483,"about_ca_topic_score_gemma":0.002415749,"domain_scores_codex":[0.9996597,0.00008381136,0.00007732774,0.00004516862,0.0001129048,0.00002113732],"domain_scores_gemma":[0.9991747,0.0005141458,0.0001311275,0.00001336818,0.0001374493,0.00002919545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006272714,0.00003621264,0.0006043836,0.05022183,0.0002440481,0.0002714648,0.00008250928,0.0002154713,0.0004601112,0.001616697,0.03054036,0.9156442],"study_design_scores_gemma":[0.0000340988,0.00009749595,0.004615104,0.06525233,0.0008498235,0.005605103,0.0001502369,0.0001371379,0.0003195117,0.002644931,0.9202571,0.0000372158],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005014325,0.9993027,0.00003329647,0.000139355,0.00008561699,0.000001868081,0.00001249043,0.000002611678,0.0003718485],"genre_scores_gemma":[0.0005253133,0.9990247,0.00007633942,0.0001414999,0.00009017209,0.000003033728,0.00002107989,5.870632e-7,0.0001172637],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003144774,"threshold_uncertainty_score":0.01026529,"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."}}