{"id":"W2325478193","doi":"10.3899/jrheum.111240","title":"Strategies for Biomarker Development in Psoriatic Disease: A Report from the GRAPPA 2010 Annual Meeting","year":2012,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Psoriatic arthritis; Psoriasis; Biomarker; Disease; Inflammatory arthritis; Arthritis; Intensive care medicine; Depression (economics); Internal medicine; Physical therapy; 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":[0.04465415,0.002318381,0.001507572,0.002923055,0.0007922635,0.004916883,0.001698449,0.006193639,0.003649165],"category_scores_gemma":[0.02875391,0.0007648421,0.001891433,0.00228076,0.001133427,0.004572308,0.003726041,0.006092551,0.002269224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003226645,"about_ca_system_score_gemma":0.01550162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004370863,"about_ca_topic_score_gemma":0.006793377,"domain_scores_codex":[0.9915421,0.003250547,0.001056672,0.0006778871,0.00277977,0.0006930309],"domain_scores_gemma":[0.9789466,0.007273989,0.001331827,0.0004529884,0.009080633,0.002914061],"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":[0.000267994,0.0002249614,0.002131592,0.003958516,0.0001493016,0.0003177864,0.000300716,0.0008109394,0.001708886,0.005427985,0.3171155,0.6675858],"study_design_scores_gemma":[0.0001510199,0.0004014544,0.004538882,0.007308431,0.0003120251,0.0006458359,0.0003307738,0.000863522,0.002140147,0.006095906,0.9771276,0.00008442763],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001893308,0.7007017,0.01438044,0.2566292,0.0177122,0.0006347422,0.0005574886,0.0002266345,0.007264243],"genre_scores_gemma":[0.01483465,0.8632183,0.05299063,0.04483254,0.01262743,0.001164956,0.001701064,0.0001217844,0.008508652],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04465415,"threshold_uncertainty_score":0.2361565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0248535077318408,"score_gpt":0.2908276416400193,"score_spread":0.2659741339081785,"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."}}