{"id":"W3005364164","doi":"10.3899/jrheum.200126","title":"GRAPPA Treatment Recommendations: Updates and Methods","year":2020,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Medicine; Guideline; Psoriatic arthritis; Medical physics; MEDLINE; Psoriasis; Intensive care medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02012636,0.001432515,0.001720419,0.01161683,0.001039343,0.005949013,0.003187782,0.004305735,0.0450076],"category_scores_gemma":[0.0849235,0.001104143,0.003362021,0.00695751,0.0009887208,0.004748674,0.003243266,0.007182452,0.02641997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003648897,"about_ca_system_score_gemma":0.01533682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008144376,"about_ca_topic_score_gemma":0.01397393,"domain_scores_codex":[0.9818515,0.006653255,0.005109178,0.0006849718,0.0049911,0.0007100951],"domain_scores_gemma":[0.9494112,0.01280906,0.00723163,0.00220091,0.02618701,0.002160169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007470132,0.00008658607,0.0009839162,0.003214027,0.00008092436,0.00008786745,0.0001610261,0.0003823389,0.0001004937,0.003502408,0.7535676,0.237758],"study_design_scores_gemma":[0.00008310533,0.00004492484,0.001332268,0.009886011,0.0001212123,0.0003679291,0.0001445004,0.0002857407,0.0001879023,0.00329624,0.9842048,0.00004528332],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.003989573,0.2122837,0.07346412,0.3660158,0.04887816,0.0131346,0.07728129,0.0062874,0.1986654],"genre_scores_gemma":[0.01942979,0.2812623,0.3696432,0.0841461,0.02040387,0.01522031,0.1228725,0.002580038,0.08444188],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0450076,"threshold_uncertainty_score":0.1505655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03373392867488933,"score_gpt":0.3046063826926679,"score_spread":0.2708724540177785,"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."}}