{"id":"W4411699770","doi":"10.1016/j.artd.2025.101753","title":"Failure of the Noncontact Bridging Periprosthetic Plating System: A Single-Institution Experience","year":2025,"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":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Periprosthetic; Medicine; Implant; Surgery; Internal fixation; Implant failure; Mechanical failure; Prosthesis; Bridging (networking); Fixation (population genetics); 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":[],"consensus_categories":[],"category_scores_codex":[0.0001562405,0.0001951503,0.0003377983,0.00009172003,0.00036919,0.0000310117,0.0000948057,0.00008997604,0.0000641853],"category_scores_gemma":[0.0001532894,0.0001289215,0.0001615457,0.0003521595,0.0003027438,0.0001471187,0.0001069249,0.0002132093,0.00001820727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000104838,"about_ca_system_score_gemma":0.0002137373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006257506,"about_ca_topic_score_gemma":0.000100638,"domain_scores_codex":[0.998561,0.00005735035,0.0004402452,0.0003052573,0.0003194918,0.0003166814],"domain_scores_gemma":[0.9991655,0.00006290796,0.0001762696,0.0004256555,0.00009483695,0.00007477543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004446217,0.0006350639,0.7287401,0.001623127,0.0002433026,0.0001869532,0.007196893,0.0002266341,0.1059374,0.01717028,0.002137165,0.1354585],"study_design_scores_gemma":[0.01501683,0.001665776,0.5824811,0.0226179,0.0007697659,0.004778518,0.02643239,0.01068764,0.1442332,0.00004738244,0.1898233,0.001446174],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865367,0.0001843329,0.002278484,0.0007490554,0.001170273,0.0004900426,0.00001443011,0.0001012936,0.008475362],"genre_scores_gemma":[0.9984605,0.000006848204,0.0003718841,0.0002336259,0.0001121181,0.00002127547,0.000004241217,0.00001374434,0.0007758192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1876862,"threshold_uncertainty_score":0.5257266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009916030352392404,"score_gpt":0.2430355301216476,"score_spread":0.2331194997692552,"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."}}