{"id":"W4404568965","doi":"10.3390/rheumato4040016","title":"Reducing Diagnostic Delay in Axial Spondyloarthritis: Could Lipocalin 2 Biomarkers Help?","year":2024,"lang":"en","type":"article","venue":"Rheumato","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Axial spondyloarthritis; Lipocalin; Medicine; Computer science; Computational biology; Internal medicine; Ankylosing spondylitis; Biology; Sacroiliitis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0024314,0.0004163734,0.0008058182,0.0008224687,0.0002104418,0.00121211,0.0004493893,0.0008724054,0.003072696],"category_scores_gemma":[0.007292031,0.0001456855,0.0008709573,0.0004675399,0.0003651189,0.001334344,0.0004693638,0.001130068,0.0005734231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006882823,"about_ca_system_score_gemma":0.001698894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001702464,"about_ca_topic_score_gemma":0.003068992,"domain_scores_codex":[0.9994045,0.0002544993,0.0001053962,0.0000895452,0.00009237269,0.00005368653],"domain_scores_gemma":[0.9972633,0.001700634,0.0004777377,0.0000446977,0.000419472,0.00009413091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001426263,0.0002204008,0.01674499,0.02076003,0.001092382,0.0008395383,0.0003970334,0.001046004,0.002846187,0.005128076,0.01812561,0.9313734],"study_design_scores_gemma":[0.001392301,0.004399928,0.08287416,0.100349,0.007057222,0.0107208,0.003609156,0.005061923,0.008601921,0.05750915,0.7180872,0.00033714],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01106667,0.9629329,0.002725165,0.0198687,0.0006555414,0.00004448577,0.0002791022,0.0000382135,0.002389275],"genre_scores_gemma":[0.1449779,0.8342172,0.00959003,0.007318483,0.001662491,0.0001339406,0.000681717,0.00001564592,0.001402589],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003072696,"threshold_uncertainty_score":0.01285857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01267279002213983,"score_gpt":0.2748826042991085,"score_spread":0.2622098142769687,"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."}}