{"id":"W4220973834","doi":"10.3899/jrheum.211331","title":"GRAPPA Treatment Recommendations: 2021 Update","year":2022,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Medicine; Psoriatic arthritis; MEDLINE; Psoriasis; Medical physics; Alternative medicine; Family medicine; Physical therapy; Pathology; Dermatology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005505874,0.0001296989,0.0003385181,0.000145025,0.0005230572,0.000004690521,0.0003173035,0.00005684895,0.005558803],"category_scores_gemma":[0.00002586698,0.0000801713,0.0001536853,0.000150713,0.00009030147,0.00004947615,0.00008136626,0.0002079455,0.0002338739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009631161,"about_ca_system_score_gemma":0.0001012047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001087521,"about_ca_topic_score_gemma":0.00003580243,"domain_scores_codex":[0.998157,0.001078706,0.0004228571,0.00008792654,0.00003692416,0.0002166302],"domain_scores_gemma":[0.9989105,0.0003669349,0.0004365507,0.0002185872,0.00004989176,0.00001756013],"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":[0.004807752,0.00241023,0.1115872,0.00001507681,0.007975562,0.00009023296,0.008517033,0.0002975883,0.014971,0.009853118,0.2116292,0.6278461],"study_design_scores_gemma":[0.006123021,0.002112632,0.001811482,0.00001896964,0.0007290629,0.02785306,0.003751658,0.000004066108,0.004616874,0.002324024,0.9504185,0.0002366825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784993,0.01143521,0.00008956595,0.006840097,0.002661133,0.000123178,0.00004702705,0.00001110455,0.0002933661],"genre_scores_gemma":[0.9908813,0.007589861,0.0001012114,0.0001366014,0.000008445646,0.00002106945,0.00005553965,0.00001140289,0.001194629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7387893,"threshold_uncertainty_score":0.9953502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01850172975212668,"score_gpt":0.2486612863333426,"score_spread":0.2301595565812159,"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."}}