{"id":"W4416222458","doi":"10.1302/1358-992x.2025.13.072","title":"DESCRIPTION OF SURGICAL TREATMENT METHODS FOR PERIPROSTHETIC JOINT INFECTION FOLLOWING TOTAL HIP ARTHROPLASTY FOR OSTEOARTHRITIS IN ONTARIO, CANADA","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Periprosthetic; Osteoarthritis; Logistic regression; Arthroplasty; Total hip arthroplasty; Demographics; Joint arthroplasty; Complication","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003892645,0.0002439415,0.0005605558,0.0002855276,0.0001639401,0.00002289694,0.00001640464,0.0001376951,0.00004426254],"category_scores_gemma":[0.00012442,0.0002141731,0.0003840651,0.0003183222,0.00004565671,0.0001395289,0.00001986133,0.0001307559,4.37017e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001535284,"about_ca_system_score_gemma":0.001353344,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4127915,"about_ca_topic_score_gemma":0.569997,"domain_scores_codex":[0.9985405,0.00001532858,0.0005374702,0.0003900573,0.0001575963,0.0003590302],"domain_scores_gemma":[0.9993675,0.00007770519,0.0001336503,0.0001013061,0.0002124938,0.0001073492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006474246,0.0005337017,0.8223513,0.0003152452,0.0002430827,0.00002328513,0.0003385456,0.000003487836,0.001256016,0.0006334682,0.0002657215,0.1733887],"study_design_scores_gemma":[0.04489634,0.00977266,0.7117324,0.00184155,0.001732021,0.000613603,0.0005066146,0.001007876,0.008565975,0.0006748028,0.2180134,0.0006427046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913806,0.0002751039,0.002094866,0.0002753173,0.000948208,0.002304912,0.00001534706,0.00004243883,0.0026632],"genre_scores_gemma":[0.9871323,0.00005747633,0.00739298,0.00004024852,0.00006986236,0.001258162,0.00006896822,0.00002447292,0.00395555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2177477,"threshold_uncertainty_score":0.8733724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02026385110593639,"score_gpt":0.2906101489438725,"score_spread":0.2703462978379361,"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."}}