{"id":"W3132501112","doi":"10.3899/jrheum.201667","title":"Proceedings of the 2020 GRAPPA Collaborative Research Network (CRN) Meeting","year":2021,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity; Toronto Western Hospital; University of Toronto","funders":"","keywords":"Psoriatic arthritis; Medicine; Psoriasis; Medical physics; Internal medicine; Protocol (science); Oncology; Physical therapy; Arthritis; Family medicine; Alternative medicine; Dermatology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03145666,0.001205924,0.0009246978,0.001301678,0.001458917,0.00491289,0.001659006,0.003815554,0.05070919],"category_scores_gemma":[0.02026641,0.0005375904,0.001087753,0.0007170065,0.0007951796,0.00125199,0.004243868,0.004784018,0.01898954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004431101,"about_ca_system_score_gemma":0.01217614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004455423,"about_ca_topic_score_gemma":0.01108787,"domain_scores_codex":[0.9888594,0.006072921,0.0005120024,0.0007810779,0.00281977,0.0009549413],"domain_scores_gemma":[0.9813644,0.002611292,0.001170892,0.0007458457,0.005950845,0.008156678],"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":[0.0003791492,0.0001202773,0.0004874672,0.0001489261,0.00002913449,0.00008054983,0.00003921113,0.0001336092,0.0002545913,0.0007999818,0.9585494,0.03897777],"study_design_scores_gemma":[0.0001637417,0.0001336561,0.001993344,0.000330036,0.00001768147,0.00009853247,0.00009231656,0.0002280229,0.000207479,0.0010021,0.9957158,0.00001736924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01092755,0.02909211,0.01493677,0.4555083,0.2808031,0.004697839,0.0153655,0.001013655,0.1876552],"genre_scores_gemma":[0.06175531,0.02857557,0.0496031,0.1438397,0.116958,0.009992789,0.03807538,0.00147205,0.5497283],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05070919,"threshold_uncertainty_score":0.1696391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02450083604803507,"score_gpt":0.3163432527109376,"score_spread":0.2918424166629025,"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."}}