{"id":"W2770849948","doi":"10.1136/annrheumdis-2017-211912","title":"Patterns and predictors of skin score change in early diffuse systemic sclerosis from the European Scleroderma Observational Study","year":2018,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Systemic Sclerosis and Related Diseases","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"European League Against Rheumatism; Scleroderma and Raynaud's UK","keywords":"Medicine; Scleroderma (fungus); Observational study; Dermatology; Internal medicine; 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":[0.0004202395,0.0001878326,0.0004445659,0.00007297136,0.00009521826,0.00002678676,0.0003410001,0.00004134175,0.00003590534],"category_scores_gemma":[0.0003930743,0.0000998819,0.0001657477,0.0002609277,0.0002285879,0.0001171808,0.000187857,0.00008272434,0.000006247473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000120857,"about_ca_system_score_gemma":0.00005001615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002457367,"about_ca_topic_score_gemma":0.00007904207,"domain_scores_codex":[0.9977595,0.0005576189,0.0006999037,0.0002522061,0.00053888,0.0001918674],"domain_scores_gemma":[0.9982687,0.0003467615,0.000409511,0.0006565471,0.0001885875,0.0001298715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009173862,0.0008978152,0.9874789,0.0002258778,0.0003101733,0.000001355364,0.005577142,0.000001528791,0.0001033079,0.000009959905,0.0004770435,0.004825166],"study_design_scores_gemma":[0.001647946,0.0001994024,0.9780278,0.01767669,0.0003245921,0.000002125988,0.001777877,0.00009132797,0.0001231604,0.00003596924,0.000001119672,0.00009205911],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928589,0.004795546,0.000001850553,0.0005330945,0.0002093303,0.001193252,0.0003509899,0.00002244077,0.00003455962],"genre_scores_gemma":[0.9981306,0.001242257,0.000002736562,0.0003239369,0.0001827625,0.00005541665,0.00002055254,0.00002803184,0.00001367826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01745081,"threshold_uncertainty_score":0.4073066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1703748099656954,"score_gpt":0.3048701966001782,"score_spread":0.1344953866344828,"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."}}