{"id":"W3207892227","doi":"10.12688/f1000research.19144.1","title":"Psoriatic arthritis","year":2019,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":172,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"Celgene; Gilead Sciences; Amgen; Pfizer; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Medicine; Psoriasis; Psoriatic arthritis; Subclinical infection; Disease; Arthritis; Dermatology; Uveitis; Osteoporosis; Inflammatory arthritis; Pathology; Internal medicine; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006045292,0.0003732861,0.0006200493,0.0003377769,0.0001676161,0.00007278884,0.0008111105,0.0009980742,0.005898808],"category_scores_gemma":[0.0001511584,0.0003426843,0.0002956217,0.0001624205,0.0001802764,0.00004865976,0.001240377,0.001163423,0.02705279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001241093,"about_ca_system_score_gemma":0.0004452513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000299047,"about_ca_topic_score_gemma":0.00004403593,"domain_scores_codex":[0.9973199,0.0006197761,0.0003718509,0.0007564749,0.0001470262,0.0007849093],"domain_scores_gemma":[0.9981799,0.0003575558,0.0001163048,0.001136781,0.0001584314,0.00005103581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005742729,0.0006250258,0.01066236,0.0005197256,0.002595804,0.0001641852,0.0008571977,0.0001022528,0.01277457,0.001820507,0.170329,0.7989751],"study_design_scores_gemma":[0.01354443,0.001245977,0.1017717,0.001814965,0.0006779862,0.0002186709,0.000485664,0.00009490125,0.1125864,0.01704991,0.747528,0.002981338],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8444852,0.1012946,0.0001611843,0.0007618812,0.01190915,0.00262897,0.001122861,0.0004735559,0.03716258],"genre_scores_gemma":[0.9281936,0.006807598,0.0001579139,0.00007366129,0.0003308638,0.0003887669,0.001963839,0.00008912995,0.06199465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7959937,"threshold_uncertainty_score":0.9999025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04062464012639436,"score_gpt":0.303070667753769,"score_spread":0.2624460276273746,"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."}}