{"id":"W3191193650","doi":"10.3899/jrheum.210006","title":"Risk Factors for Diagnosis of Psoriatic Arthritis, Psoriasis, Rheumatoid Arthritis, and Ankylosing Spondylitis: A Set of Parallel Case-control Studies","year":2021,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; National Institutes of Health; Sun Pharma; Ortho Dermatologics; University of Pennsylvania; Celgene; Amgen; Pfizer; Eli Lilly and Company","keywords":"Medicine; Ankylosing spondylitis; Psoriatic arthritis; Psoriasis; Rheumatoid arthritis; Dermatology; Spondylitis; Arthritis; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01315414,0.001003988,0.001410928,0.003575849,0.001683878,0.001624147,0.001428699,0.001026891,0.001451509],"category_scores_gemma":[0.02879665,0.001035991,0.002464096,0.003310397,0.001098265,0.0007717583,0.001986959,0.0007857292,0.0001521283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000956135,"about_ca_system_score_gemma":0.001247859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008485428,"about_ca_topic_score_gemma":0.007170664,"domain_scores_codex":[0.9862255,0.006595604,0.001724012,0.003181328,0.001889747,0.0003838613],"domain_scores_gemma":[0.9739189,0.008642517,0.009177923,0.005165342,0.002317228,0.0007780172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001224537,0.0001813068,0.9904572,0.0001328369,0.004401347,0.0001554773,0.0001562891,0.0003499891,0.0004434964,0.00007363372,0.000132706,0.002291143],"study_design_scores_gemma":[0.0004951843,0.0007366725,0.9927351,0.00008402443,0.003172097,0.0006943503,0.0002249306,0.0008988495,0.0002536518,0.0001711385,0.0005083663,0.00002548623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946806,0.002201214,0.001544324,0.00004119768,0.00002251946,0.0002485524,0.0009384895,0.00001170194,0.0003113484],"genre_scores_gemma":[0.9943726,0.0005202616,0.002466135,0.00004258005,0.00003044705,0.0003335316,0.002138078,0.000005915679,0.00009028299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01315414,"threshold_uncertainty_score":0.06956655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02321785245745702,"score_gpt":0.2893582083680559,"score_spread":0.2661403559105989,"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."}}