{"id":"W2609059122","doi":"10.1007/s11420-017-9550-z","title":"Factors Associated with Choice and Success of One- Versus Two-Stage Revision Arthroplasty for Infected Hip and Knee Prostheses","year":2017,"lang":"en","type":"article","venue":"HSS Journal® The Musculoskeletal Journal of Hospital for Special Surgery","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Arthroplasty; Hip arthroplasty; Medicine; Physical therapy; Surgery; Physical medicine and rehabilitation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009507048,0.0002807139,0.0008492367,0.0002244045,0.0009971134,0.0002198101,0.00008197199,0.0001058329,0.00003884889],"category_scores_gemma":[0.003407607,0.0001560481,0.0005562294,0.0001087617,0.0003866862,0.0006314113,0.00005221042,0.0003705565,2.247131e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009634621,"about_ca_system_score_gemma":0.0002040718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002251969,"about_ca_topic_score_gemma":0.00005704269,"domain_scores_codex":[0.998212,0.00008443678,0.0007204153,0.0001732571,0.0004690612,0.0003407814],"domain_scores_gemma":[0.9951282,0.001514786,0.001981926,0.000227094,0.0008920073,0.0002559689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001773333,0.0007854265,0.9366551,0.0002180431,0.001983534,0.00004708656,0.0002669615,0.000004816731,0.00006757957,0.00009187746,0.0003777251,0.05772853],"study_design_scores_gemma":[0.009177936,0.007202733,0.9755502,0.001146668,0.001252083,0.00009965686,0.0002048381,0.00001280471,0.0001716973,0.00008721169,0.004855454,0.0002387211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961246,0.0006109696,0.0001359458,0.0004567498,0.001805515,0.0007134964,0.00005391356,0.000007546163,0.00009127054],"genre_scores_gemma":[0.997083,0.0006646161,0.00009827853,0.000009327118,0.001992534,0.000007001506,0.00001059437,0.00004037823,0.00009424585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05748981,"threshold_uncertainty_score":0.7669091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05035127306414947,"score_gpt":0.3272054191291005,"score_spread":0.276854146064951,"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."}}