{"id":"W2157879812","doi":"10.1302/0301-620x.95b9.31476","title":"Gastrocnemius flap reconstruction of soft-tissue defects following infected total knee replacement","year":2013,"lang":"en","type":"article","venue":"The Bone & Joint Journal","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Soft tissue; Surgery; Osteoarthritis; Prosthesis; Total knee replacement; Stage (stratigraphy); Total knee arthroplasty; Knee prosthesis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009394716,0.0002136285,0.0005075332,0.0001963933,0.0003385012,0.00005554459,0.00005710308,0.00007512069,0.001125423],"category_scores_gemma":[0.0007185257,0.000142859,0.0003261124,0.0001893993,0.0001084839,0.0002770235,0.00007884411,0.000795566,0.0001787122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001482525,"about_ca_system_score_gemma":0.0001346022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006781402,"about_ca_topic_score_gemma":0.00001385968,"domain_scores_codex":[0.9979615,0.0002357865,0.0007379722,0.000181291,0.0004794973,0.0004039676],"domain_scores_gemma":[0.9986547,0.0001639766,0.0004294486,0.0003564005,0.0001683888,0.0002270415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008468376,0.0004000838,0.2544079,0.0001609887,0.0009894817,0.0002467662,0.002823455,0.0004183283,0.6085093,0.0000829698,0.007685065,0.1234289],"study_design_scores_gemma":[0.0103945,0.003737891,0.8875954,0.001167158,0.0006745383,0.04984551,0.002672535,0.0005495898,0.04114781,0.0009111343,0.0008435431,0.0004603626],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948887,0.0002872027,0.001156501,0.001022798,0.001030321,0.0005277763,0.000001180369,0.00006349389,0.001022043],"genre_scores_gemma":[0.9956473,0.00001263683,0.002490477,0.0001134251,0.000327545,0.00001386888,0.00000243873,0.00003251197,0.001359868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6331876,"threshold_uncertainty_score":0.9997877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01130791589887612,"score_gpt":0.2379427059582983,"score_spread":0.2266347900594222,"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."}}