{"id":"W1867258269","doi":"10.3899/jrheum.141199","title":"Evaluation of Minimally Invasive, Ultrasound-guided Synovial Biopsy Techniques by the OMERACT Filter — Determining Validation Requirements","year":2015,"lang":"en","type":"review","venue":"The Journal of Rheumatology","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Versus Arthritis; Medical Research Council; National Institute for Health and Care Research","keywords":"Medicine; Synovitis; Tolerability; Biopsy; Clinical trial; Rheumatoid arthritis; Context (archaeology); Synovial membrane; Gold standard (test); Radiology; Internal medicine; Adverse effect","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2536741,0.001788355,0.002616913,0.007034987,0.002018063,0.009045526,0.005521268,0.006075307,0.002904123],"category_scores_gemma":[0.3908583,0.001266421,0.003589722,0.003203296,0.005513835,0.004639509,0.004601246,0.002380913,0.002939176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00268983,"about_ca_system_score_gemma":0.008813538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002748908,"about_ca_topic_score_gemma":0.002492581,"domain_scores_codex":[0.7250025,0.1078564,0.03441058,0.01342088,0.1159538,0.003355801],"domain_scores_gemma":[0.4542907,0.3718924,0.0427806,0.04480655,0.08335571,0.002874209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009113743,0.0008650677,0.3198431,0.00832235,0.001912531,0.0007970418,0.004226924,0.01836204,0.09575222,0.01746877,0.01134824,0.5119879],"study_design_scores_gemma":[0.0008998331,0.01773886,0.5085801,0.00977907,0.002777473,0.005872945,0.003273523,0.1118793,0.2083973,0.01431162,0.1155471,0.000942915],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.3051384,0.023814,0.6184459,0.007832672,0.001008731,0.006768309,0.00397576,0.002506424,0.03050981],"genre_scores_gemma":[0.4782712,0.003589401,0.5050781,0.002288708,0.0003555169,0.003978883,0.003968674,0.0005255262,0.001944024],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2536741,"threshold_uncertainty_score":0.9203527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1336431550596401,"score_gpt":0.4134155357506953,"score_spread":0.2797723806910553,"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."}}