{"id":"W3033413260","doi":"10.1136/annrheumdis-2020-eular.2175","title":"OP0264-HPR PERSPECTIVES ON APPROACHES TO PREDICT THE DEVELOPMENT OF RHEUMATOID ARTHRITIS: A QUANTITATIVE ASSESSMENT OF PATIENTS AND THEIR FIRST DEGREE RELATIVES","year":2020,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Rheumatoid arthritis; Psychological intervention; First-degree relatives; Predictive testing; Internal medicine; Family medicine; Disease; Family history; Psychiatry","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":[0.007970206,0.0008573768,0.0009424678,0.002158468,0.0004984342,0.002378514,0.0008618844,0.0009479126,0.002556266],"category_scores_gemma":[0.00927058,0.0002257435,0.0005996307,0.001192094,0.0009475767,0.001510966,0.001289883,0.001440099,0.0007150399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005143583,"about_ca_system_score_gemma":0.0008114854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004060996,"about_ca_topic_score_gemma":0.004107553,"domain_scores_codex":[0.9966183,0.002170582,0.0002003372,0.0003243942,0.0005692746,0.0001170676],"domain_scores_gemma":[0.9951219,0.002716174,0.0007035991,0.0004082221,0.0007211612,0.0003289483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001465768,0.0007159693,0.7093291,0.0005565402,0.0007481865,0.0008315042,0.002073141,0.002633315,0.01200506,0.006555005,0.005529668,0.2575568],"study_design_scores_gemma":[0.0001385897,0.003292912,0.9235687,0.0003708839,0.0005425246,0.0041916,0.004880785,0.00942061,0.003544003,0.028231,0.02164848,0.0001700234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7831162,0.04438768,0.07042454,0.04311437,0.001211139,0.0002868828,0.003691429,0.0004234511,0.05334428],"genre_scores_gemma":[0.9679073,0.004582101,0.0204478,0.001609963,0.0008219462,0.0001292995,0.000621353,0.00004644264,0.00383377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007970206,"threshold_uncertainty_score":0.04215097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1595841330897995,"score_gpt":0.3201786895304782,"score_spread":0.1605945564406787,"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."}}