{"id":"W4362458247","doi":"10.1016/j.jse.2023.02.135","title":"Arthroscopic tissue biopsy as a preoperative diagnostic test for periprosthetic shoulder arthroplasty infections: a systematic review and meta-analysis","year":2023,"lang":"en","type":"review","venue":"Journal of Shoulder and Elbow Surgery","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hand and Upper Limb Clinic; Western University; University of Toronto","funders":"","keywords":"Medicine; Periprosthetic; Arthroplasty; Biopsy; Arthroscopy; Meta-analysis; Surgery; Systematic review; MEDLINE; Shoulder surgery; Radiology; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005926289,0.002228524,0.0132241,0.004076101,0.000572606,0.002760178,0.001828604,0.002548956,0.003758855],"category_scores_gemma":[0.01904732,0.001516393,0.02384738,0.004423373,0.0008514296,0.001942599,0.001578844,0.001916286,0.0003554764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001310952,"about_ca_system_score_gemma":0.002412182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004646717,"about_ca_topic_score_gemma":0.01990808,"domain_scores_codex":[0.9956268,0.001344463,0.001718938,0.0006241626,0.0005161543,0.0001694587],"domain_scores_gemma":[0.9865433,0.009652467,0.002511692,0.0003540122,0.0007821067,0.0001564483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00310676,0.00006926218,0.008990211,0.4798784,0.4835174,0.0001580371,0.0001503354,0.000279992,0.0004079764,0.00008773866,0.0006992297,0.02265447],"study_design_scores_gemma":[0.0008443658,0.0002708172,0.005802129,0.02565836,0.9656913,0.0001464178,0.00008999737,0.0001052766,0.00009806993,0.0001035847,0.001152165,0.00003741747],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004131406,0.9951401,0.000191821,0.00007073854,0.00008298822,0.00008130867,0.0001849791,0.000008084263,0.0001087409],"genre_scores_gemma":[0.1390985,0.8570318,0.001632402,0.001100625,0.0002150792,0.0002500214,0.0003996403,0.00002146434,0.0002504474],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0132241,"threshold_uncertainty_score":0.03134161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08852286198898866,"score_gpt":0.39453812230967,"score_spread":0.3060152603206813,"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."}}