{"id":"W4221026592","doi":"10.1186/s12891-022-05240-w","title":"The race for the classification of proximal periprosthetic femoral fractures : Vancouver vs Unified Classification System (UCS) - a systematic review","year":2022,"lang":"en","type":"review","venue":"BMC Musculoskeletal Disorders","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Anika Therapeutics","keywords":"Medicine; Periprosthetic; Sports medicine; Systematic review; MEDLINE; Orthopedic surgery; Arthroplasty; Surgery; Physical therapy","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"],"consensus_categories":[],"category_scores_codex":[0.001972339,0.0006550404,0.002520931,0.000127957,0.0008424506,0.0000597838,0.0005989985,0.000231844,0.00008937023],"category_scores_gemma":[0.001158257,0.000314291,0.002187544,0.0005319546,0.0003361343,0.00008655689,0.0001083999,0.000607643,0.00001845047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002518392,"about_ca_system_score_gemma":0.0007367617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001657224,"about_ca_topic_score_gemma":0.000159355,"domain_scores_codex":[0.9951781,0.0009510145,0.001816188,0.000654294,0.0009121568,0.000488228],"domain_scores_gemma":[0.9941642,0.002028432,0.002013407,0.001532673,0.0001476925,0.0001135657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006538287,0.0001079393,0.00001269041,0.8459257,0.0003185683,6.774564e-7,0.00004891273,6.827531e-7,2.940601e-7,0.001555918,0.002369795,0.1495934],"study_design_scores_gemma":[0.0006048743,0.0003378562,0.0002982565,0.1647645,0.008459371,0.00006291662,0.001977827,0.0004945081,3.612972e-8,0.000007493642,0.8226255,0.0003668837],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001541356,0.9775119,0.0007136678,0.0002893488,0.001056098,0.01958456,0.0001207059,0.00009620498,0.0006121187],"genre_scores_gemma":[0.001752772,0.9881461,0.00008447509,0.00007378194,0.0001626636,0.008221667,0.0004295292,0.00012609,0.001002938],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8202557,"threshold_uncertainty_score":0.9999309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03829714159364854,"score_gpt":0.3298931888892107,"score_spread":0.2915960472955622,"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."}}