{"id":"W4385271400","doi":"10.1302/1358-992x.2023.12.016","title":"LOW RATE OF PERIPROSTHETIC FEMORAL FRACTURE WITH THE ANTERIOR APPROACH USING STEMS CEMENTED ACCORDING TO THE “FRENCH PARADOX”","year":2023,"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":"Medicine; Periprosthetic; Lesser Trochanter; Femoral neck; Calcar; Surgery; Greater trochanter; Femoral canal; Dentistry; Total hip arthroplasty; Arthroplasty; Femur; Osteoporosis; Internal medicine","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":[0.001183765,0.0003548563,0.0005179282,0.0002095384,0.0004752364,0.000106708,0.0002788728,0.0001015748,0.00003948995],"category_scores_gemma":[0.0001191997,0.0001698742,0.0001676582,0.001402007,0.000276141,0.0001792226,0.0001685242,0.00045248,0.00002767615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000434486,"about_ca_system_score_gemma":0.0001524033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007194083,"about_ca_topic_score_gemma":0.000006809742,"domain_scores_codex":[0.9977304,0.00003460528,0.0004428395,0.0004990663,0.0006277269,0.0006653151],"domain_scores_gemma":[0.9988922,0.00006120076,0.0002932693,0.0003047542,0.0002406652,0.0002078933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002549038,0.0007348309,0.8178629,0.00243493,0.0008402462,0.0003007327,0.02447199,0.0006222461,0.04139078,0.0002324071,0.03409212,0.07446782],"study_design_scores_gemma":[0.01738304,0.006715785,0.5815403,0.007373109,0.002199995,0.006931406,0.09775168,0.07319598,0.0101163,0.0000518719,0.1938628,0.002877618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991726,0.0001415393,0.001122963,0.004497905,0.0002318563,0.001405821,0.00002143782,0.0001579821,0.0006944904],"genre_scores_gemma":[0.9963377,0.00004275752,0.0003939325,0.001739179,0.0004686599,0.00009142839,0.00002074557,0.0000667128,0.0008389048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2363225,"threshold_uncertainty_score":0.6927268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01990081277104049,"score_gpt":0.2565084212518649,"score_spread":0.2366076084808244,"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."}}