{"id":"W2529956075","doi":"10.3899/jrheum.151441","title":"Success Rate and Utility of Ultrasound-guided Synovial Biopsies in Clinical Practice","year":2016,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Musculoskeletal synovial abnormalities and treatments","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Medicine; Arthrocentesis; Biopsy; Synovial membrane; Hemarthrosis; Arthritis; Synovial fluid; Surgery; Radiology; Pathology; Osteoarthritis; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00245376,0.0001006354,0.0005904698,0.00007327372,0.00003141884,0.000003919575,0.0001115128,0.00009368595,0.0001010613],"category_scores_gemma":[0.003162596,0.00004505418,0.0001026795,0.00008891478,0.0004596188,0.0001621508,0.00004475033,0.0001811978,0.000005501164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001771119,"about_ca_system_score_gemma":0.0001165505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007292382,"about_ca_topic_score_gemma":0.00007015599,"domain_scores_codex":[0.9979391,0.00061658,0.001034842,0.00008494452,0.0001548713,0.0001697249],"domain_scores_gemma":[0.9953343,0.003499931,0.0006902317,0.000173495,0.0002146792,0.00008741821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001929172,0.0002887828,0.9913694,0.00007866717,0.0002529102,0.00003650558,0.0001996572,1.796045e-7,0.000434668,0.0005081333,0.0007793015,0.004122613],"study_design_scores_gemma":[0.006088852,0.001085772,0.9647182,0.0003930494,0.0002721456,0.0232673,0.0004776327,0.000007359502,0.0004247764,0.001110558,0.002072907,0.00008142526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930829,0.0005127413,0.00007101016,0.005408874,0.0002704878,0.0001170891,0.000005364881,0.000003437204,0.0005280898],"genre_scores_gemma":[0.9964934,0.003101073,0.0001998373,0.0001129625,0.00001562677,7.461047e-7,4.933966e-7,0.00000651249,0.00006934704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02665119,"threshold_uncertainty_score":0.3786151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02850523298076883,"score_gpt":0.3507016029178378,"score_spread":0.322196369937069,"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."}}