{"id":"W4399376456","doi":"10.1007/978-3-031-30518-4_36","title":"Periprosthetic Hip Fractures","year":2024,"lang":"en","type":"book-chapter","venue":"Orthopaedics and Trauma","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Periprosthetic; Medicine; Surgery; Arthroplasty","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001374757,0.0005142451,0.0006389133,0.0002224979,0.000134006,0.00008678868,0.00005799466,0.0004906969,0.002162617],"category_scores_gemma":[0.00001187378,0.0003845694,0.000364283,0.0000300118,0.0002949736,0.00004117177,0.00007926806,0.0009380066,0.0003652854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002686262,"about_ca_system_score_gemma":0.000103047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000591435,"about_ca_topic_score_gemma":0.00001235307,"domain_scores_codex":[0.99818,0.000004857633,0.0003956166,0.0006175895,0.0004598405,0.000342037],"domain_scores_gemma":[0.9990737,0.00004078503,0.0001053992,0.000356728,0.00006024481,0.0003631208],"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":[0.0001658612,0.00006434612,0.0007964272,0.001052779,0.0005144678,0.003971892,0.000302784,2.552973e-7,0.00001892931,0.1502535,0.01433402,0.8285248],"study_design_scores_gemma":[0.0007701389,0.0004432724,0.001381746,0.0009266987,0.0006346271,0.002359695,0.00001930453,0.00002406277,0.00001224872,0.006395613,0.9866294,0.0004032195],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01026254,0.02048481,0.000008601005,0.001363049,0.001080796,0.0005006137,0.0002260622,0.0002028464,0.9658707],"genre_scores_gemma":[0.1786895,0.0030914,0.0001230456,0.001023873,0.001295179,0.00001070229,0.0002006677,0.0001790432,0.8153867],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9722953,"threshold_uncertainty_score":0.9998606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01569309953101131,"score_gpt":0.2572683145494952,"score_spread":0.2415752150184839,"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."}}