{"id":"W4408997145","doi":"10.1302/1358-992x.2025.2.033","title":"ALL-CAUSE CONSTRUCT REOPERATION (INCLUDING FIXATION FOR POSTOPERATIVE PERIPROSTHETIC FEMORAL FRACTURE) OF THE FIRST 1,000 EXETER V40 FEMORAL STEMS PERFORMED AT THE PRINCESS ELIZABETH ORTHOPAEDIC CENTRE, EXETER","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Periprosthetic; Medicine; Surgery; Femoral fracture; Fixation (population genetics); Orthopedic surgery; Femur; Arthroplasty; Population","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005859361,0.0003538111,0.0004276586,0.00296565,0.0002382721,0.0005384214,0.0003318312,0.0002819628,0.002489395],"category_scores_gemma":[0.003416255,0.000454207,0.0006393392,0.001507256,0.0002483084,0.0005194455,0.0004809274,0.0003488405,0.0005084833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005073625,"about_ca_system_score_gemma":0.0004710994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001908296,"about_ca_topic_score_gemma":0.004514089,"domain_scores_codex":[0.9991737,0.0001084698,0.0002480423,0.0001162484,0.0002659918,0.00008757003],"domain_scores_gemma":[0.9963493,0.0009613383,0.001994875,0.0001967347,0.0003348274,0.000162816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002659555,0.0000270578,0.9664522,0.0003156285,0.0001231767,0.004714039,0.0001569529,0.00006923434,0.001011622,0.00002605396,0.0008750368,0.02596306],"study_design_scores_gemma":[0.00002150966,0.0002657459,0.9691825,0.0001562169,0.0001068212,0.02514903,0.0002642704,0.0001321932,0.001264467,0.00002438894,0.003419055,0.0000138768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879107,0.008267707,0.0003487684,0.00006605493,0.00002468166,0.00004733406,0.001681972,0.00002800431,0.001624577],"genre_scores_gemma":[0.9923538,0.003775422,0.0004026304,0.00008348036,0.00004826876,0.00003524124,0.002145088,0.00001065172,0.001145463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00296565,"threshold_uncertainty_score":0.008327842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02272220143119892,"score_gpt":0.2805759063732859,"score_spread":0.257853704942087,"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."}}