{"id":"W4408090263","doi":"10.46497/archrheumatol.2024.93654","title":"Comment to the article: Numerous factors hamper objective assessment of disease activity in axial spondyloarthritis","year":2024,"lang":"en","type":"article","venue":"Archives of Rheumatology","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Axial spondyloarthritis; Medicine; Physical therapy; Disease; Intensive care medicine; Traditional medicine; Internal medicine; Sacroiliitis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008415638,0.0001559431,0.000480418,0.0001736807,0.00005468809,0.00000671941,0.00008814871,0.00003018061,0.00005928913],"category_scores_gemma":[0.00008349661,0.0001074305,0.0001441165,0.0002006019,0.000229554,0.00004052703,0.00013118,0.0001650688,0.000006818306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003893514,"about_ca_system_score_gemma":0.0001224958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008647989,"about_ca_topic_score_gemma":0.0005513414,"domain_scores_codex":[0.998868,0.0001301699,0.0002943392,0.00027126,0.0001710285,0.0002651671],"domain_scores_gemma":[0.9989027,0.0006317441,0.00005622723,0.0002736212,0.00001682972,0.0001189003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001073101,0.000820753,0.9576153,0.0002289071,0.0003846296,0.0001449459,0.005207441,0.00001849188,0.0008481095,0.009271538,0.0002775486,0.0241092],"study_design_scores_gemma":[0.001984118,0.0009353804,0.9911849,0.0006603494,0.00007423331,0.00005086075,0.0008184726,0.0004069613,0.001278084,0.0008227702,0.001672066,0.0001117645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894966,0.0009705474,0.0002845481,0.007693985,0.0002621807,0.0005630075,0.0001289275,0.00002291231,0.0005772985],"genre_scores_gemma":[0.9989442,0.000453931,0.0003603425,0.0001008523,0.0000067153,0.00007515632,0.00001489526,0.00001570987,0.00002818293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03356961,"threshold_uncertainty_score":0.4380889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01133084931389532,"score_gpt":0.2944345619093362,"score_spread":0.2831037125954409,"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."}}