{"id":"W4390046062","doi":"10.5435/jaaos-d-23-00600","title":"Neutrophil to Lymphocyte Ratio as an Indicator of Periprosthetic Joint Infection: A Retrospective Cohort Study","year":2023,"lang":"en","type":"review","venue":"Journal of the American Academy of Orthopaedic Surgeons","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"Medicine; Periprosthetic; Retrospective cohort study; Cohort; Aseptic processing; Internal medicine; Neutrophil to lymphocyte ratio; Joint arthroplasty; Receiver operating characteristic; Surgery; Arthroplasty; Complication; Lymphocyte","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":[0.0018059,0.0003249893,0.000615422,0.0009894529,0.0004023672,0.0007842536,0.0004375425,0.0003853701,0.0009111922],"category_scores_gemma":[0.003537495,0.0003861142,0.0007244383,0.001312053,0.0003234427,0.000639034,0.0004189298,0.0004763624,0.0001843353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002641524,"about_ca_system_score_gemma":0.000532551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001296595,"about_ca_topic_score_gemma":0.001706673,"domain_scores_codex":[0.9986344,0.0003042662,0.000294199,0.0003608842,0.0002970048,0.0001092734],"domain_scores_gemma":[0.9973189,0.0005462831,0.001276215,0.0002809475,0.0003575022,0.0002201795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001033266,0.00001720226,0.9988859,0.00002546402,0.00008384567,0.00007973752,0.00003594833,0.00001026721,0.0001031696,0.000006186812,0.00003269826,0.0006161521],"study_design_scores_gemma":[0.00001716903,0.0002747603,0.9974676,0.0000294115,0.0002020942,0.001260642,0.0002065772,0.0001411043,0.0001178829,0.00001583197,0.0002598163,0.000007109632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9979417,0.001364522,0.000206399,0.00002151504,0.000009909741,0.00003236031,0.000250775,0.000002542545,0.0001702989],"genre_scores_gemma":[0.9989043,0.0004758323,0.0001809194,0.00003141537,0.000013405,0.00003415763,0.0002982319,0.000002091102,0.00005952631],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0018059,"threshold_uncertainty_score":0.009550631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04279637820793313,"score_gpt":0.3630511148046949,"score_spread":0.3202547365967618,"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."}}