{"id":"W766233927","doi":"10.1007/s11548-015-1249-3","title":"Image-guided techniques improve accuracy of mosaic arthroplasty","year":2015,"lang":"en","type":"article","venue":"International Journal of Computer Assisted Radiology and Surgery","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Orientation (vector space); Arthroplasty; Image-guided surgery; Biomedical engineering; Femur; Orthopedic surgery; Medicine; Template; Surgery; Computer science; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008755921,0.0003705139,0.0006187155,0.000822707,0.000292186,0.001254692,0.0003332572,0.0005991948,0.002656965],"category_scores_gemma":[0.007154177,0.0002752442,0.0005459343,0.0005193913,0.0003060723,0.0009219979,0.000712647,0.0004781336,0.0008336834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003473996,"about_ca_system_score_gemma":0.0007579701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002147383,"about_ca_topic_score_gemma":0.004256585,"domain_scores_codex":[0.9988342,0.0001658044,0.0001625471,0.0001364903,0.0006095339,0.00009145471],"domain_scores_gemma":[0.9963446,0.001574434,0.000805308,0.0005083438,0.0006584075,0.0001089167],"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":[0.004014102,0.0004965884,0.2191689,0.000737851,0.0005666306,0.0007191218,0.0009023254,0.01141546,0.0751277,0.0005803833,0.00220656,0.6840645],"study_design_scores_gemma":[0.0002163603,0.003526382,0.8755856,0.000225319,0.001288696,0.01787395,0.0004440851,0.0437406,0.04470855,0.001222904,0.01097349,0.0001940011],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.939782,0.006030208,0.04173687,0.0003178148,0.0001734216,0.00008385979,0.0004227762,0.001003581,0.01044947],"genre_scores_gemma":[0.9757593,0.0007015028,0.02220599,0.0000918913,0.00006042769,0.00001448086,0.0001767868,0.0001174765,0.0008721651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002656965,"threshold_uncertainty_score":0.008888423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02889896639825787,"score_gpt":0.3044371729963565,"score_spread":0.2755382065980987,"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."}}