{"id":"W2554927729","doi":"10.1007/s00590-016-1883-7","title":"Principles of managing Vancouver type B periprosthetic fractures around cemented polished tapered femoral stems","year":2016,"lang":"en","type":"review","venue":"European Journal of Orthopaedic Surgery & Traumatology","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Periprosthetic; Medicine; Femoral fracture; Surgery; Orthodontics; Arthroplasty; Femur","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":[0.002615996,0.0008116467,0.004860097,0.001240947,0.0001276814,0.00003745721,0.0003776383,0.0002315157,0.0008364102],"category_scores_gemma":[0.0006231154,0.0005047166,0.002098044,0.0004619131,0.0005110357,0.0001888762,0.0001415559,0.001030346,0.00007877663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028035,"about_ca_system_score_gemma":0.001090037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004464978,"about_ca_topic_score_gemma":0.000006009532,"domain_scores_codex":[0.9923577,0.00167282,0.00384887,0.0005320718,0.0008035412,0.0007850018],"domain_scores_gemma":[0.9932835,0.0008727619,0.004238683,0.0006618054,0.0004590229,0.0004842617],"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":[0.0005580857,0.0002853166,0.006785809,0.007375901,0.001414397,0.008480268,0.000141425,6.838435e-7,0.000004762087,0.00006641793,0.006242769,0.9686441],"study_design_scores_gemma":[0.001489216,0.0005347743,0.00141286,0.02591706,0.001272396,0.01439753,0.0001441166,0.000001422885,0.000002834284,0.000004338691,0.9544028,0.0004206721],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01356652,0.9737154,0.0001098946,0.0001272476,0.00699737,0.0005476069,0.00005828617,0.00005521353,0.004822433],"genre_scores_gemma":[0.03092582,0.966197,0.0002974326,0.0001704068,0.001174394,0.000003413231,0.00005569322,0.0002290144,0.0009468328],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9682235,"threshold_uncertainty_score":0.9997404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07165645550583441,"score_gpt":0.3165773451662787,"score_spread":0.2449208896604443,"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."}}