{"id":"W4243714069","doi":"10.21203/rs.3.rs-157718/v2","title":"Synovial fluid IL-1β appears useful for the diagnosis of chronic periprosthetic joint infection","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Periprosthetic; Medicine; Synovial fluid; Aseptic processing; Receiver operating characteristic; Biomarker; Gastroenterology; Internal medicine; Area under the curve; Arthroplasty; Surgery; Osteoarthritis; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001539601,0.0007572835,0.0007133044,0.001549257,0.0002864717,0.001453244,0.0002587447,0.000592793,0.001263916],"category_scores_gemma":[0.006072253,0.0003081382,0.0004394781,0.000626419,0.0004759419,0.0007282294,0.0004344501,0.0005787011,0.0006014297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002786572,"about_ca_system_score_gemma":0.0002586123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000500935,"about_ca_topic_score_gemma":0.0007290964,"domain_scores_codex":[0.998966,0.0003244771,0.0002233063,0.0001463131,0.0002276073,0.0001123251],"domain_scores_gemma":[0.9948329,0.001864716,0.001973161,0.0001558904,0.0008485426,0.000324786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008660113,0.00006447508,0.9749136,0.00009963923,0.00005531359,0.0003116475,0.00005890129,0.0001544033,0.007712701,0.00002264005,0.0001778266,0.0155629],"study_design_scores_gemma":[0.00005972114,0.00103837,0.9773466,0.000198792,0.0001973614,0.006079862,0.0004586157,0.003586943,0.009065709,0.0002121318,0.001720117,0.0000358273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854668,0.01043768,0.00196427,0.0001935543,0.00009248337,0.00002519084,0.0002096101,0.00006301395,0.001547382],"genre_scores_gemma":[0.9976693,0.000767833,0.001147353,0.00005039636,0.00006848076,0.000009366706,0.0001178703,0.000003514686,0.0001659293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001549257,"threshold_uncertainty_score":0.008142292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09261724807912017,"score_gpt":0.4011394191790087,"score_spread":0.3085221710998886,"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."}}