{"id":"W3092454497","doi":"10.1097/bot.0000000000001931","title":"Who Did the Arthroplasty? Hip Fracture Surgery Reoperation Rates are Not Affected by Type of Training—An Analysis of the HEALTH Database","year":2020,"lang":"en","type":"article","venue":"Journal of Orthopaedic Trauma","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University; Western University","funders":"Canadian Institutes of Health Research; National Institutes of Health; ZonMw; Acumed; Amgen; McMaster University; Stryker; AO Foundation; Sanofi","keywords":"Medicine; Arthroplasty; Surgery; Odds ratio; Orthopedic surgery; Femoral neck; Hip fracture; Periprosthetic; Retrospective cohort study; Hip arthroplasty; Randomized controlled trial; Physical therapy; Internal medicine; Osteoporosis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001050588,0.0001744717,0.000942743,0.0001975233,0.0001128471,0.00001756959,0.000163038,0.0000956447,0.0002251399],"category_scores_gemma":[0.001062188,0.00008754137,0.0005020603,0.001159614,0.0001434501,0.000168844,0.00001741067,0.0006190793,8.068452e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002760199,"about_ca_system_score_gemma":0.0004422437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005663378,"about_ca_topic_score_gemma":0.000134537,"domain_scores_codex":[0.9976147,0.0004111747,0.0009181815,0.0001663066,0.0006963792,0.0001931953],"domain_scores_gemma":[0.9972606,0.0004072718,0.00138781,0.0003246682,0.0003608135,0.0002588941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005927012,0.001708107,0.7415523,0.0007301529,0.005333686,0.0001542508,0.03258837,0.002333699,0.02357635,0.00002845133,0.123331,0.06273665],"study_design_scores_gemma":[0.001391576,0.00103126,0.9795566,0.0003794755,0.001543147,0.00005567072,0.002936883,0.001191361,0.004989655,0.000002014765,0.006803523,0.0001189017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776652,0.001794538,0.0005213456,0.01948404,0.0002060822,0.0001888386,0.0001136272,0.000009618448,0.00001665053],"genre_scores_gemma":[0.993494,0.0004173593,0.00007928201,0.005524652,0.0003568835,0.000001059352,0.00008492544,0.00001923627,0.00002257288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2380043,"threshold_uncertainty_score":0.3569833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06011999409038681,"score_gpt":0.3209717407603996,"score_spread":0.2608517466700128,"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."}}