{"id":"W4412994192","doi":"10.3899/jrheum.2025-0265","title":"GRAPPA 2024: Key Project Advances","year":2025,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psoriatic arthritis; Medicine; Presentation (obstetrics); Psoriasis; Key (lock); Session (web analytics); Medical education; Dermatology; Surgery; World Wide Web; Computer science","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":[0.02774964,0.001602811,0.000715181,0.001883038,0.001610655,0.007725407,0.002580369,0.004392879,0.1516403],"category_scores_gemma":[0.02671763,0.0006669022,0.001464362,0.001635064,0.000785069,0.003724738,0.01055158,0.006425953,0.08101375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002751041,"about_ca_system_score_gemma":0.02001702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002043698,"about_ca_topic_score_gemma":0.002509843,"domain_scores_codex":[0.9914126,0.003516851,0.0003823834,0.0005017066,0.002380979,0.001805478],"domain_scores_gemma":[0.9753914,0.002177755,0.0006514619,0.0007957013,0.005091733,0.01589191],"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":[0.0001418492,0.0000762105,0.0001720834,0.0002834671,0.000008867131,0.00006047744,0.00008068485,0.0001497105,0.0001810183,0.004471055,0.9193532,0.07502139],"study_design_scores_gemma":[0.00005646824,0.00007746448,0.000261155,0.0003155598,0.000005862505,0.00007373294,0.00006386065,0.000111947,0.0001747266,0.002201831,0.9966474,0.000009890218],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005367122,0.02584608,0.03774892,0.3956785,0.1601828,0.004086665,0.01877212,0.01074087,0.3415768],"genre_scores_gemma":[0.04525253,0.04563283,0.1663489,0.1129414,0.06955176,0.009275558,0.07884162,0.009689553,0.4624659],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1516403,"threshold_uncertainty_score":0.5072875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01190534377913806,"score_gpt":0.2612103445679139,"score_spread":0.2493050007887758,"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."}}