{"id":"W2080743964","doi":"10.1016/j.ocl.2004.06.009","title":"The role of polymethylmethacrylate bone cement in revision arthroplasty of the hip","year":2005,"lang":"en","type":"review","venue":"Orthopedic Clinics of North America","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Medicine; Bone cement; Bone resorption; Cement; Total hip arthroplasty; Dentistry; Arthroplasty; Cementation (geology); Prosthesis; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001184657,0.0005491331,0.003090425,0.0002576785,0.0001129912,0.000007256769,0.0003970211,0.0002659405,0.0001281202],"category_scores_gemma":[0.0009001213,0.0002878727,0.001359502,0.001102198,0.0009862393,0.00005252323,0.0004123194,0.001029267,0.00001689093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004924135,"about_ca_system_score_gemma":0.001054908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007821551,"about_ca_topic_score_gemma":0.0001239917,"domain_scores_codex":[0.994181,0.0004729099,0.003375508,0.0005305145,0.0009125785,0.0005275244],"domain_scores_gemma":[0.9933096,0.001349236,0.00355221,0.0014069,0.0001971876,0.0001849245],"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":[0.0000978902,0.0003515936,0.009952737,0.002190204,0.0001905089,0.000009309651,0.00006544062,0.000003640123,9.075858e-8,0.00001156145,0.0001439222,0.9869831],"study_design_scores_gemma":[0.000764058,0.0005641804,0.001244794,0.007807249,0.000906493,0.00005228206,0.00008082256,0.00001776777,2.162716e-7,0.000005220443,0.9883293,0.000227641],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004844542,0.9925309,0.00001102887,0.0001217922,0.0005035058,0.001425061,0.0002855144,0.00001352122,0.0002641508],"genre_scores_gemma":[0.003238009,0.9953091,0.0002991472,0.00009300317,0.0002715148,0.00002713893,0.00008565724,0.00007027384,0.0006061699],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9881853,"threshold_uncertainty_score":0.9999573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02739128948203981,"score_gpt":0.3328144860967605,"score_spread":0.3054231966147207,"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."}}