{"id":"W4417033967","doi":"10.53453/ms.2025.11.4","title":"Management of periprosthetic fractures after hip and knee arthroplasty - classifications, treatment algorithms, and clinical outcomes – a literature review","year":2025,"lang":"lt","type":"review","venue":"Medical Sciences","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Periprosthetic; Arthroplasty; Hip arthroplasty; Complication; Prosthesis","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002383581,0.0007376692,0.002878887,0.0002270342,0.0003601664,0.0001129623,0.0002390361,0.0005536054,0.001196411],"category_scores_gemma":[0.0006435621,0.0003823933,0.0005600599,0.0007381903,0.003594171,0.0001135149,0.0003259571,0.0006716644,0.00002265249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005363258,"about_ca_system_score_gemma":0.0008275173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001686346,"about_ca_topic_score_gemma":0.00001806633,"domain_scores_codex":[0.9941386,0.0005671126,0.00189122,0.001292815,0.001509189,0.0006010357],"domain_scores_gemma":[0.99691,0.001123511,0.0005788535,0.0005497479,0.00007699992,0.0007608257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001610551,0.0004127219,0.01425943,0.03999406,0.0004242914,0.0007504564,0.00007170927,5.081245e-9,4.753298e-9,0.0002137679,0.0006742512,0.9431832],"study_design_scores_gemma":[0.00110645,0.001118688,0.04531064,0.2281327,0.002772308,0.0004902272,0.00009976877,0.00001637078,4.988095e-8,0.00002221031,0.7206089,0.0003216519],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001070123,0.9886847,0.00002553217,0.006162805,0.001156253,0.00212684,0.0002215795,0.00002652534,0.0005257003],"genre_scores_gemma":[0.001124686,0.9934604,0.0009497891,0.001360809,0.0002558875,0.000230178,0.00007494246,0.00001698589,0.00252634],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9428616,"threshold_uncertainty_score":0.9998628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03996903805877261,"score_gpt":0.3936404549046698,"score_spread":0.3536714168458972,"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."}}