{"id":"W4399692276","doi":"10.1016/j.artd.2024.101444","title":"Do All Postoperative Vancouver B2 Fractures Require Revision Arthroplasty With Cementless Stems?","year":2024,"lang":"en","type":"article","venue":"Arthroplasty Today","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Total hip arthroplasty; Arthroplasty; Surgery","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003842971,0.0006837596,0.0007483495,0.0002738756,0.0003662853,0.0002756821,0.00009934539,0.0002540254,0.004835041],"category_scores_gemma":[0.00007481084,0.0004356304,0.0002351296,0.0004463736,0.0003883056,0.000882656,0.0001404488,0.00077373,0.0008995899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001326429,"about_ca_system_score_gemma":0.0003929329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000397821,"about_ca_topic_score_gemma":0.0004955287,"domain_scores_codex":[0.9961743,0.0001365654,0.0006644534,0.001132894,0.001011034,0.0008807552],"domain_scores_gemma":[0.9982014,0.0002302822,0.0001447805,0.0007222964,0.0002175714,0.0004837108],"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":[0.002226739,0.0009626221,0.01836111,0.001028102,0.001647663,0.006986924,0.005485283,0.0002267694,0.002369933,0.005095492,0.4422815,0.5133279],"study_design_scores_gemma":[0.002573994,0.002068856,0.003818155,0.001818901,0.0002219416,0.001065664,0.001106052,0.0002361355,0.000674699,0.00005191614,0.9857234,0.0006402539],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9521545,0.008653763,0.004542825,0.004673596,0.006428572,0.00227229,0.000364091,0.001031703,0.01987868],"genre_scores_gemma":[0.9822572,0.0009486274,0.0009128141,0.002063936,0.0008035172,0.00004036163,0.0001297881,0.0001403349,0.01270346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.543442,"threshold_uncertainty_score":0.9998783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01514777480374342,"score_gpt":0.2875574301445292,"score_spread":0.2724096553407858,"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."}}