{"id":"W2325912602","doi":"10.3899/jrheum.130462","title":"Biomarkers: Project Update from the GRAPPA 2012 Annual Meeting","year":2013,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Psoriatic arthritis; Identification (biology); Protocol (science); Medical physics; Psoriasis; Alternative medicine; Pathology; Immunology","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":[0.02541716,0.002738159,0.002774334,0.008595753,0.0008815591,0.005941968,0.00453428,0.005294211,0.01813672],"category_scores_gemma":[0.03590528,0.001212129,0.002113875,0.008823911,0.0007781598,0.004662024,0.005054077,0.004314872,0.0198919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002882347,"about_ca_system_score_gemma":0.01213139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004034183,"about_ca_topic_score_gemma":0.005913833,"domain_scores_codex":[0.9913027,0.002347204,0.001738928,0.0005423706,0.003457452,0.0006112893],"domain_scores_gemma":[0.9729777,0.004793536,0.004332964,0.001119461,0.01348937,0.003286937],"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":[0.0003497381,0.0001200736,0.001100999,0.002644143,0.00007377873,0.00009362937,0.0000465369,0.0002909233,0.0001489449,0.0006276564,0.7562493,0.2382542],"study_design_scores_gemma":[0.0001012921,0.000116356,0.00225375,0.002996596,0.0001342203,0.0003315524,0.00004862491,0.0001074944,0.0002469268,0.0006595922,0.9929762,0.00002730338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.004774076,0.5383403,0.02000415,0.182721,0.1041701,0.003159447,0.06487093,0.002976057,0.07898391],"genre_scores_gemma":[0.02094281,0.5020974,0.07603332,0.05225315,0.05620264,0.01071731,0.2039021,0.002010337,0.07584085],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02541716,"threshold_uncertainty_score":0.1344204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01405840796056385,"score_gpt":0.262936266120357,"score_spread":0.2488778581597931,"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."}}