{"id":"W4402147418","doi":"10.3899/jrheum.2024-0396","title":"Candidate Biomarkers for Response to Treatment in Psoriatic Disease","year":2024,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Muscular Dystrophy Canada; University of Toronto; University Health Network; Research Canada","funders":"","keywords":"Medicine; Psoriatic arthritis; Psoriasis Area and Severity Index; Internal medicine; Psoriasis; Rheumatoid arthritis; Methotrexate; Etanercept; MMP3; Gastroenterology; Biomarker; Arthritis; Oncology; Immunology","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":[0.001715422,0.0006368843,0.0008915828,0.001083252,0.0002223951,0.0007071404,0.0003174682,0.0006062296,0.00198552],"category_scores_gemma":[0.004978338,0.0001430297,0.0005669246,0.001190515,0.0002399647,0.0004078131,0.0002586613,0.0006826678,0.0003995007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003721735,"about_ca_system_score_gemma":0.0003338407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004903364,"about_ca_topic_score_gemma":0.0005253549,"domain_scores_codex":[0.9987888,0.0005182499,0.0001452514,0.000171864,0.0002894645,0.00008642402],"domain_scores_gemma":[0.9960365,0.001297611,0.001986387,0.00008893382,0.0003838226,0.0002067647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002638785,0.000246738,0.9665148,0.0001646997,0.0004479226,0.00009753109,0.00005159692,0.0009198865,0.002752941,0.00006317339,0.0005220391,0.02557986],"study_design_scores_gemma":[0.0001365087,0.001312264,0.9884007,0.00006231315,0.000328877,0.000582011,0.0000843351,0.005976351,0.001651144,0.0002301873,0.001217252,0.00001807682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866228,0.00847722,0.001673623,0.0004390728,0.00006159441,0.00007845408,0.001115729,0.00006589531,0.001465631],"genre_scores_gemma":[0.9972801,0.0004672521,0.001289307,0.00008414951,0.0000736908,0.00005038723,0.0004515435,0.000005117521,0.0002984498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00198552,"threshold_uncertainty_score":0.009072125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01474078088383632,"score_gpt":0.3059537358008418,"score_spread":0.2912129549170055,"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."}}