{"id":"W2093738326","doi":"10.3899/jrheum.101119","title":"Psoriasis Epidemiology Screening Tool (PEST): A Report from the GRAPPA 2009 Annual Meeting","year":2011,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Psoriatic arthritis; Psoriasis; Epidemiology; Population; Dermatology; Arthritis; Physical therapy; Family medicine; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004160139,0.0002938473,0.0009097298,0.0001110096,0.0004482669,0.00000525977,0.0008486381,0.0003881224,0.0005098644],"category_scores_gemma":[0.002214392,0.0001520661,0.0003446637,0.000178784,0.0004949961,0.0001332392,0.0001503685,0.0006091449,0.0001431647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000228478,"about_ca_system_score_gemma":0.0001061404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002268618,"about_ca_topic_score_gemma":0.0002481057,"domain_scores_codex":[0.9949538,0.002765098,0.001409429,0.0002379196,0.00006348801,0.000570246],"domain_scores_gemma":[0.9917986,0.005622219,0.00173341,0.000589075,0.0002166926,0.00003993907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006092267,0.000233118,0.8714132,0.000008115225,0.004654338,0.0001889748,0.008459833,0.00001805277,0.001567968,0.001329044,0.03947304,0.06656202],"study_design_scores_gemma":[0.01756203,0.002596316,0.721539,0.0005996393,0.005336338,0.1246324,0.01497339,0.00001965627,0.009723638,0.01559329,0.08603189,0.001392439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772941,0.01577161,0.001538779,0.001384885,0.003198374,0.0001625494,0.00005036452,0.00003522989,0.0005641048],"genre_scores_gemma":[0.9953463,0.00190621,0.002107809,0.0002834665,0.00006989097,0.000009580301,0.00002767818,0.00002661681,0.000222426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1498742,"threshold_uncertainty_score":0.6201077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04404283781201571,"score_gpt":0.2593139997827988,"score_spread":0.2152711619707831,"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."}}