{"id":"W3084188482","doi":"10.1007/s00330-020-07236-3","title":"Diagnostic accuracy of dual-energy CT for the detection of bone marrow edema in the appendicular skeleton: a systematic review and meta-analysis","year":2020,"lang":"en","type":"review","venue":"European Radiology","topic":"Advanced X-ray and CT Imaging","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa; University of Alberta","funders":"Faculty of Medicine and Dentistry, University of Alberta","keywords":"Appendicular skeleton; Medicine; Meta-analysis; Neuroradiology; Radiology; Confidence interval; Cochrane Library; Nuclear medicine; Axial skeleton; Skeleton (computer programming); Internal medicine; Neurology","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":[0.001425226,0.0003420924,0.004658591,0.0001551109,0.00004134848,0.000009711664,0.000338703,0.000037826,0.00001268567],"category_scores_gemma":[0.001607227,0.0001750594,0.001310361,0.0006479332,0.00007635388,0.00004288603,0.00005445554,0.0002460015,0.000004114554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000209083,"about_ca_system_score_gemma":0.00001110892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004498923,"about_ca_topic_score_gemma":0.000006297696,"domain_scores_codex":[0.9964656,0.001747227,0.001234018,0.0002637374,0.0001015718,0.000187855],"domain_scores_gemma":[0.9940758,0.004653978,0.0006429895,0.000571382,0.0000266989,0.00002909507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000001763402,0.00001450741,2.660821e-7,0.9183834,0.05102233,0.0001542768,0.0001070419,0.001155799,0.000004661182,0.000293432,0.0001215282,0.02874104],"study_design_scores_gemma":[0.0001235209,0.00006594193,0.000002785011,0.01105113,0.7414275,0.0009425603,0.00004566327,0.0005519807,0.000002872646,0.00002814019,0.2454455,0.0003123713],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[6.554449e-7,0.9751542,0.023117,0.00007895257,0.00004334134,0.001471454,0.00003819512,0.00002368895,0.00007252554],"genre_scores_gemma":[0.003665202,0.9955945,0.00007722028,0.0001315062,0.00004572938,0.0003864635,0.00003241835,0.00005313421,0.00001384733],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9073322,"threshold_uncertainty_score":0.7138714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0333294799533906,"score_gpt":0.2792299065185193,"score_spread":0.2459004265651287,"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."}}