{"id":"W4390166748","doi":"10.25040/ntsh2023.02.04","title":"ADVANCES IN IMAGING FOR CLINICAL TRIALS IN RHEUMATIC DISEASES","year":2023,"lang":"en","type":"article","venue":"Proceedings of the Shevchenko Scientific Society Medical Sciences","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Celgene; Pfizer; Eli Lilly and Company","keywords":"Medicine; Clinical trial; Ankylosing spondylitis; Disease; Sacroiliac joint; Radiology; Physical therapy; Pathology; Internal medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02040791,0.0001430811,0.0007675503,0.00013435,0.0003824623,0.00008482786,0.0005155262,0.0000778364,0.00004652346],"category_scores_gemma":[0.02104642,0.0000818842,0.0006130651,0.002750169,0.002541932,0.0002957161,0.0002469004,0.0001847634,0.00000576762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006289943,"about_ca_system_score_gemma":0.0003008529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001801431,"about_ca_topic_score_gemma":0.00002176693,"domain_scores_codex":[0.9963569,0.00005172137,0.00115017,0.0005880328,0.001330039,0.000523104],"domain_scores_gemma":[0.9972681,0.001931601,0.0003601504,0.0001101454,0.0001304748,0.0001995023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000448279,0.0003342971,0.9253321,0.0003198192,0.00002535521,0.000002038366,0.0009849309,0.000001766018,0.0001129599,0.0007055289,0.01311361,0.0590228],"study_design_scores_gemma":[0.01458536,0.0004873869,0.8778766,0.006249343,0.0002905281,0.00002645026,0.02836903,0.02497951,0.0007434213,0.03493227,0.01095766,0.0005024094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815742,0.00475451,0.000005888587,0.01049147,0.001405432,0.001049175,0.0000178629,0.00005269487,0.0006488198],"genre_scores_gemma":[0.9952578,0.003452051,0.0005903642,0.000195706,0.0001118257,0.0001735458,0.00000450084,0.000009063323,0.0002051782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05852039,"threshold_uncertainty_score":0.9871997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1485507522235576,"score_gpt":0.4678414118160504,"score_spread":0.3192906595924928,"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."}}