{"id":"W4319963719","doi":"10.1302/1358-992x.2023.2.097","title":"USE OF CEMENTED FEMORAL COMPONENT FOR REVISION IN PERIPROSTHETIC FEMORAL FRACTURES (PFF) IN THE ELDERLY","year":2023,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Periprosthetic; Clinical endpoint; Surgery; Radiological weapon; Prosthesis; Harris Hip Score; Arthroplasty; Randomized controlled trial","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":[],"consensus_categories":[],"category_scores_codex":[0.000823483,0.0002151876,0.0004424266,0.0004330347,0.00007118061,0.00004537082,0.0001722072,0.0001385384,0.00004038385],"category_scores_gemma":[0.0004923322,0.0001418139,0.0001668118,0.0008700785,0.0001063491,0.0001795754,0.00005002718,0.0003615866,0.00001085662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005062627,"about_ca_system_score_gemma":0.00005882636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009592965,"about_ca_topic_score_gemma":0.00002625208,"domain_scores_codex":[0.9981942,0.00002148766,0.0005275054,0.0003362938,0.0004933114,0.0004272607],"domain_scores_gemma":[0.9993123,0.0001418266,0.0001653332,0.0001577845,0.0001390771,0.00008360791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002620622,0.0008053767,0.8553517,0.001738828,0.00005581351,0.000157699,0.01619683,0.0000334524,0.02100571,0.0009209486,0.03491849,0.06619453],"study_design_scores_gemma":[0.005186688,0.002244483,0.9064105,0.001511207,0.0001207395,0.00008335393,0.004295513,0.003115796,0.002077448,0.0004413434,0.07414628,0.0003666967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933436,0.0002057142,0.00003094497,0.004529251,0.0001057029,0.001449189,0.00001273074,0.00006845485,0.0002544007],"genre_scores_gemma":[0.9977899,0.000119944,0.0005315118,0.0009963966,0.0001287441,0.0001027074,0.00008697598,0.00003230798,0.0002115261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06582783,"threshold_uncertainty_score":0.5783002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05256451872672134,"score_gpt":0.3218759485865984,"score_spread":0.269311429859877,"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."}}