{"id":"W4322011872","doi":"10.1016/j.ultrasmedbio.2023.01.013","title":"The Kidneys Are Not All Normal: Transplanted Kidneys and Their Speckle Distributions","year":2023,"lang":"en","type":"article","venue":"Ultrasound in Medicine & Biology","topic":"Ultrasound Imaging and Elastography","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; University of British Columbia","funders":"Kidney Foundation of Canada; Natural Sciences and Engineering Research Council of Canada; American Society of Transplant Surgeons","keywords":"Speckle pattern; Medicine; Urology; Physics; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001052336,0.0001893552,0.0003418338,0.0006816825,0.0002227374,0.0008505224,0.0002437296,0.0005928755,0.0009817302],"category_scores_gemma":[0.003592479,0.0002791694,0.0001664589,0.0004327692,0.00118222,0.000974858,0.0004447917,0.0007345953,0.0002310872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001850392,"about_ca_system_score_gemma":0.0002084202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002911696,"about_ca_topic_score_gemma":0.000272724,"domain_scores_codex":[0.999711,0.00008850326,0.000018427,0.00004531129,0.0001020471,0.00003468374],"domain_scores_gemma":[0.9983693,0.0006827991,0.0003987159,0.0001871009,0.0001168319,0.0002452352],"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":[0.006315561,0.0005379342,0.3240835,0.0002066344,0.0003203436,0.01181609,0.001642001,0.006549782,0.4468072,0.02957255,0.002649907,0.1694986],"study_design_scores_gemma":[0.0001964927,0.001400412,0.7675498,0.00007184604,0.0003129812,0.07625856,0.001614471,0.01791011,0.08059785,0.04689181,0.007003461,0.0001922592],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876239,0.001705071,0.007278636,0.0004155177,0.00004886458,0.000004552415,0.0000538322,0.00004225261,0.002827437],"genre_scores_gemma":[0.9973533,0.0003757254,0.001523055,0.00007693684,0.00004097964,0.000002885711,0.0000283724,0.00002610246,0.0005725673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001052336,"threshold_uncertainty_score":0.005565345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01893776636246141,"score_gpt":0.2840798330214523,"score_spread":0.2651420666589909,"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."}}