{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005631355,0.000329885,0.0006284192,0.001000594,0.0002418763,0.0005220066,0.0004924635,0.0004792981,0.0005739863],"category_scores_gemma":[0.006962817,0.0002071828,0.0007775082,0.001164311,0.0002393147,0.0003941604,0.000741075,0.0006199261,0.000138113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002361766,"about_ca_system_score_gemma":0.0003106588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003813434,"about_ca_topic_score_gemma":0.004685003,"domain_scores_codex":[0.9965984,0.001702033,0.0005958558,0.000521658,0.000392975,0.0001890872],"domain_scores_gemma":[0.9925537,0.001705088,0.003931866,0.0006796587,0.0005995444,0.0005301894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002948732,0.00001575542,0.9987196,0.00001298196,0.0001069698,0.00003844942,0.00002996469,0.0000498892,0.00006762366,0.000009226224,0.00004745114,0.0006071654],"study_design_scores_gemma":[0.00002185592,0.00008524292,0.9991899,0.000009199073,0.00004748775,0.0001788372,0.00005000198,0.0002548886,0.00003686633,0.0000162492,0.0001063238,0.000003052838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980624,0.0004666506,0.0002548116,0.00003762194,0.000003802222,0.00001636752,0.0009564143,0.000005074352,0.0001968025],"genre_scores_gemma":[0.9984142,0.0000802852,0.0001611982,0.00001894945,0.000005620357,0.00001471031,0.001255478,0.000001762177,0.00004785735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005631355,"threshold_uncertainty_score":0.02978182,"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."}}