{"id":"W3033627225","doi":"10.1136/annrheumdis-2020-eular.717","title":"FRI0031 OBSERVATIONS ON BIOMARKERS IN VERY EARLY RHEUMATOID ARTHRITIS CONSECUTIVELY RECRUITED OVER 20 YEARS, FROM BASELINE PRESENTATION TO FIVE-YEAR OUTCOMES","year":2020,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Bristol-Myers Squibb (Canada); Université de Sherbrooke; Centre Hospitalier Universitaire de Sherbrooke","funders":"Merck Canada; Celgene; Amgen Canada; Amgen; Pfizer; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Medicine; Internal medicine; Rheumatoid arthritis; Cohort; Concomitant; Demographics; Comorbidity; Disease; Demography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001132919,0.0005261289,0.0006246658,0.001134576,0.0004680108,0.001018538,0.0006523034,0.0009656671,0.001547641],"category_scores_gemma":[0.004486093,0.0002468061,0.0006454429,0.001122585,0.0002645371,0.0006849493,0.0006325741,0.0007889246,0.0004700381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004970664,"about_ca_system_score_gemma":0.0003966858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009504234,"about_ca_topic_score_gemma":0.006577475,"domain_scores_codex":[0.9990921,0.0001834675,0.00009334648,0.0002564517,0.0001618309,0.0002127412],"domain_scores_gemma":[0.9973368,0.0004610283,0.001116772,0.0002060608,0.0004039395,0.0004753401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001794129,0.00006211253,0.9924173,0.00002892619,0.0001673788,0.0003276818,0.0001268544,0.00005382675,0.00248851,0.00003685243,0.0002878784,0.002208538],"study_design_scores_gemma":[0.00001055654,0.0001376113,0.99921,0.000003701407,0.00003030432,0.0002244912,0.00007113827,0.00002809462,0.00007866573,0.00001787051,0.000183353,0.000004318218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994852,0.0009865598,0.0001337223,0.00007813091,0.00002086757,0.00001177782,0.002739174,0.00001108512,0.00116678],"genre_scores_gemma":[0.9970635,0.000129018,0.00008079301,0.00005866068,0.00002094849,0.00001182053,0.002204588,0.000004000298,0.0004266679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009504234,"threshold_uncertainty_score":0.01889783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06777375875379452,"score_gpt":0.3222860514408157,"score_spread":0.2545122926870212,"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."}}