{"id":"W4411008628","doi":"10.1111/os.70056","title":"Dual‐ vs. Single‐Antibiotic Loaded Cement for Hip Hemiarthroplasty: A Systematic Review and Meta‐Analysis","year":2025,"lang":"en","type":"review","venue":"Orthopaedic Surgery","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meta-analysis; Medicine; Cement; Bone cement; Surgery; Antibiotics; Dentistry; Internal medicine; Materials science; Composite material; Microbiology","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","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.001635442,0.0009971971,0.01528771,0.001452257,0.0002120482,0.00006401972,0.00005430725,0.0004005843,0.0004077088],"category_scores_gemma":[0.001631762,0.0006594728,0.009101906,0.002217202,0.0001086857,0.00007554413,0.0001023341,0.0003295255,0.00004413597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002066025,"about_ca_system_score_gemma":0.0007969555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002088495,"about_ca_topic_score_gemma":0.00001285551,"domain_scores_codex":[0.995176,0.0004722922,0.002213787,0.001022267,0.0005143346,0.0006013446],"domain_scores_gemma":[0.9933439,0.003852004,0.001126882,0.001103953,0.0002457258,0.000327459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000006581448,0.0002756511,0.00006190641,0.7676164,0.2154731,0.000125612,0.000003294202,3.240781e-8,1.397927e-8,0.000009438029,0.001549233,0.01487873],"study_design_scores_gemma":[0.000219471,0.00007683654,0.000002245519,0.1756087,0.7104906,0.0002760014,0.000004137524,5.764613e-7,3.602863e-7,0.000001071047,0.1129918,0.0003281576],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001808271,0.9907792,0.000163387,0.0002440976,0.0003634351,0.007664706,0.0003030254,0.0001300226,0.0003503156],"genre_scores_gemma":[0.00004277204,0.9894853,0.0001285424,0.0007701303,0.000119858,0.002081111,0.001162028,0.00008681143,0.006123462],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5920076,"threshold_uncertainty_score":0.9995856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.071971744565986,"score_gpt":0.3347487963827594,"score_spread":0.2627770518167734,"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."}}