{"id":"W4401359735","doi":"10.1016/j.jbspin.2024.105770","title":"Navigating the complexities of difficult-to-treat axial spondyloarthritis","year":2024,"lang":"en","type":"editorial","venue":"Joint Bone Spine","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Women's College Hospital","funders":"Roche; Pfizer","keywords":"Joint bone; Medicine; Axial spondyloarthritis; Physical medicine and rehabilitation; Physical therapy; Ankylosing spondylitis; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002560185,0.0006529458,0.001675911,0.0001114913,0.0002374712,0.00007358385,0.0001601785,0.0004243302,0.000282307],"category_scores_gemma":[0.0008321097,0.000427902,0.0005483179,0.0004972437,0.0003222713,0.00004134634,0.0004024436,0.001534196,0.0003223037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002323692,"about_ca_system_score_gemma":0.0002421791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00106329,"about_ca_topic_score_gemma":0.0002640775,"domain_scores_codex":[0.9964278,0.00005128036,0.0009993244,0.0006921447,0.001254006,0.0005753837],"domain_scores_gemma":[0.9980727,0.0001812282,0.000298808,0.0007270465,0.0005201855,0.0002000165],"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":[0.0002191313,0.0002265642,0.00001783591,0.0009396696,0.0003669653,0.001021166,0.0007571485,0.000001265705,0.001010622,0.000267491,0.984652,0.01052009],"study_design_scores_gemma":[0.004400077,0.002620088,0.000851727,0.009717077,0.0009763502,0.0001904445,0.0006598847,0.000009482743,0.0009372295,0.0001901271,0.9789331,0.0005143889],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.07410163,0.02705052,0.00001464039,0.006690665,0.8804837,0.002369697,0.00341358,0.0003410369,0.005534461],"genre_scores_gemma":[0.03100269,0.0020932,0.001152473,0.0002277011,0.951973,0.000350877,0.002676032,0.0002683317,0.01025573],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.07148919,"threshold_uncertainty_score":0.9998173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01801161197826387,"score_gpt":0.2992987944215403,"score_spread":0.2812871824432764,"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."}}