{"id":"W2033525599","doi":"10.1016/j.arth.2008.11.011","title":"The Effect of Total Hip Arthroplasty on Employment","year":2008,"lang":"en","type":"article","venue":"The Journal of Arthroplasty","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia Hospital; University of Manitoba","funders":"University of Manitoba","keywords":"Workforce; Physical therapy; Medicine; Total hip arthroplasty; Arthroplasty; Work (physics); Hip arthroplasty; Surgery; Engineering","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":[0.00136634,0.000294648,0.0006153907,0.0001079574,0.0005400109,0.00001407567,0.0001379539,0.00008379699,0.0001848223],"category_scores_gemma":[0.000343125,0.0001229379,0.0003713063,0.000197624,0.0007983904,0.0001067842,0.00007263371,0.000656803,0.000086335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005084979,"about_ca_system_score_gemma":0.0001981167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009336803,"about_ca_topic_score_gemma":0.000009784129,"domain_scores_codex":[0.9971931,0.0003652419,0.0008498551,0.0001426193,0.001020304,0.000428886],"domain_scores_gemma":[0.9971002,0.001333198,0.0006911263,0.0004668273,0.0001857787,0.0002228349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.05062976,0.001947699,0.3482352,0.0003099734,0.003478805,0.002749598,0.005149027,0.002137447,0.01104668,0.0005874739,0.1323576,0.4413707],"study_design_scores_gemma":[0.02531331,0.07220827,0.5557383,0.001329576,0.001209927,0.07818259,0.001064465,0.0002561555,0.05099135,0.00005255344,0.2128772,0.0007763805],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949014,0.000902602,0.00009054934,0.001226341,0.001492622,0.0003773798,0.00001208198,0.00001832909,0.0009787376],"genre_scores_gemma":[0.9962305,0.001714617,0.00004921814,0.0001410162,0.0006248426,0.000003034148,0.0000014249,0.00003201544,0.001203281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4405943,"threshold_uncertainty_score":0.5013261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01253552433932641,"score_gpt":0.2519525946216856,"score_spread":0.2394170702823591,"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."}}