{"id":"W3048162181","doi":"10.1002/art.41483","title":"Association of a Serum Protein Signature With Rheumatoid Arthritis Development","year":2020,"lang":"en","type":"article","venue":"Arthritis & Rheumatology","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Institute of Musculoskeletal Health and Arthritis; Canadian Institutes of Health Research","keywords":"Rheumatoid arthritis; Medicine; Cohort; Biomarker; Immunology; Proteome; Disease; Proteomics; Internal medicine; Rheumatoid factor; Oncology; Bioinformatics; Biology; Gene","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":[0.0004998975,0.0003367335,0.0003091561,0.0008547156,0.0002203209,0.0004404503,0.0001751352,0.0003778966,0.0009316279],"category_scores_gemma":[0.00162132,0.0001123824,0.0002055885,0.0007781361,0.0002180438,0.000246385,0.0003003156,0.0003232438,0.0002273209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002104259,"about_ca_system_score_gemma":0.0002477284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001029485,"about_ca_topic_score_gemma":0.0008515611,"domain_scores_codex":[0.9996676,0.00006859058,0.00003944502,0.00009948854,0.00008753155,0.00003730689],"domain_scores_gemma":[0.9987755,0.000222482,0.0006686626,0.0000565166,0.0001644072,0.0001123998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005116464,0.00004047143,0.9755074,0.00003050697,0.00007753161,0.0002104722,0.00004258998,0.0002079846,0.01893893,0.00001948467,0.00007879583,0.004334073],"study_design_scores_gemma":[0.000005874008,0.0001837093,0.9958392,0.000004200936,0.00003807753,0.0007833168,0.00004394005,0.0009325465,0.001980122,0.00003976719,0.0001458779,0.000003313821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989033,0.0002739623,0.0003535517,0.00003383326,0.000003447673,0.000004943436,0.0001446054,0.0000144505,0.0002678933],"genre_scores_gemma":[0.9992182,0.00006638964,0.0004275286,0.00001086761,0.000005007003,0.000003164676,0.0001786508,0.000001587538,0.00008861289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001029485,"threshold_uncertainty_score":0.003116608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008198638150019519,"score_gpt":0.2226074854782821,"score_spread":0.2144088473282625,"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."}}