{"id":"W4220926931","doi":"10.3899/jrheum.211320","title":"Basic Science Session 1. Biomarkers for Psoriatic Arthritis Treatment Response and Joint Damage Progression: An Update on 2 Industry-GRAPPA Projects","year":2022,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Medicine; Psoriatic arthritis; Ixekizumab; Biomarker; Psoriasis; Tofacitinib; Physical therapy; Medical physics; Arthritis; Internal medicine; Oncology; Dermatology; Rheumatoid arthritis; Secukinumab","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":[0.01260771,0.001868961,0.002493022,0.004267207,0.00104018,0.003905773,0.001940383,0.00690652,0.03590841],"category_scores_gemma":[0.01055415,0.0007938229,0.001847394,0.002789802,0.0008293782,0.003771465,0.003618978,0.007460558,0.02907464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002814713,"about_ca_system_score_gemma":0.006000361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352278,"about_ca_topic_score_gemma":0.002575253,"domain_scores_codex":[0.9966857,0.001103651,0.0003381694,0.0003988965,0.001128217,0.0003453562],"domain_scores_gemma":[0.9881655,0.002873292,0.001079323,0.0004598729,0.005243482,0.002178607],"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":[0.0002651619,0.0002073836,0.0007349084,0.002339272,0.00006635061,0.00008299042,0.00005082812,0.0001750537,0.000737329,0.001407524,0.7051318,0.2888014],"study_design_scores_gemma":[0.000129587,0.000274032,0.002760874,0.003928067,0.00008641421,0.0004111117,0.00003955301,0.000143146,0.0003903969,0.002646968,0.9891589,0.00003081758],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001911903,0.6401255,0.0079644,0.1865183,0.08769523,0.001342261,0.004977767,0.001033327,0.06843134],"genre_scores_gemma":[0.01184182,0.6210535,0.01683717,0.09031294,0.1343546,0.002434185,0.01441791,0.0006750796,0.1080728],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03590841,"threshold_uncertainty_score":0.1201256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03177996993539069,"score_gpt":0.3291367271698148,"score_spread":0.2973567572344241,"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."}}