{"id":"W2060783513","doi":"10.1007/s00256-007-0362-y","title":"The imaging appearances of metallosis","year":2007,"lang":"en","type":"article","venue":"Skeletal Radiology","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Metallosis; Medicine; Periprosthetic; Osteolysis; Arthroplasty; Orthopedic surgery; Soft tissue pathology; Radiography; Soft tissue; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004691959,0.00007367269,0.0001988293,0.00004299599,0.00008744284,0.000002864115,0.00005923795,0.00003299715,0.00004819791],"category_scores_gemma":[0.00008924933,0.0000413124,0.00009784849,0.00007941353,0.0004000638,0.00002458179,0.00002048075,0.0001102542,0.00001967037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007981108,"about_ca_system_score_gemma":0.00002569303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001397127,"about_ca_topic_score_gemma":0.00001551144,"domain_scores_codex":[0.999271,0.00002659566,0.0002215212,0.0001151789,0.0001006385,0.0002650854],"domain_scores_gemma":[0.9995193,0.000173607,0.00007026904,0.000149159,0.00003023889,0.0000574562],"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":[0.0002844008,0.00007483202,0.2125082,0.00005169324,0.0002136525,0.0001746315,0.0001482206,0.000001266698,0.01681752,0.01080566,0.001771136,0.7571488],"study_design_scores_gemma":[0.001572671,0.0004286972,0.6164531,0.00004071772,0.0001140499,0.002283489,0.0004410421,0.00009497284,0.003308573,0.0004521306,0.3746556,0.000155028],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753727,0.00498345,0.0008968496,0.001084302,0.0005927961,0.0001368023,0.000003049637,0.00002788126,0.01690215],"genre_scores_gemma":[0.9986165,0.0002463868,0.0002268308,0.0002290839,0.0002127433,0.000001686322,0.000002959867,0.000007186303,0.0004565951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7569938,"threshold_uncertainty_score":0.1684671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00786296205058153,"score_gpt":0.2699473665378612,"score_spread":0.2620844044872797,"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."}}