{"id":"W4220916373","doi":"10.1148/radiol.211680","title":"Multicenter Evaluation of Multiparametric MRI Clear Cell Likelihood Scores in Solid Indeterminate Small Renal Masses","year":2022,"lang":"en","type":"article","venue":"Radiology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"National Cancer Institute","keywords":"Medicine; Clear cell renal cell carcinoma; Nuclear medicine; Logistic regression; Renal cell carcinoma; Radiology; Multiparametric MRI; Predictive value; Pathology; Internal medicine; Cancer","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":[0.007892242,0.0004088097,0.0003740969,0.001608318,0.0003064101,0.000612768,0.0005234685,0.0003349942,0.0006524778],"category_scores_gemma":[0.01751556,0.0002605819,0.000354709,0.0006929005,0.000367666,0.0006552853,0.000890351,0.0002838365,0.0002301391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000291978,"about_ca_system_score_gemma":0.0002786939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005348896,"about_ca_topic_score_gemma":0.0007744432,"domain_scores_codex":[0.996962,0.001570874,0.0003279166,0.0004977107,0.0004887666,0.0001526677],"domain_scores_gemma":[0.9881247,0.004105586,0.004521044,0.000843617,0.001575787,0.0008291802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002847941,0.00003209873,0.9961403,0.000009397493,0.00004088034,0.0000466577,0.0000940502,0.0001678435,0.0003788442,0.00001186968,0.00004947276,0.002743684],"study_design_scores_gemma":[0.0000475776,0.0007797905,0.9948457,0.000007823469,0.00005955742,0.0005966811,0.0001648739,0.002461418,0.0007887522,0.0000325121,0.0002052394,0.000009978067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993249,0.0001054089,0.0003301647,0.0000136752,0.000002492378,0.00001990572,0.00006571825,0.000009065958,0.0001286488],"genre_scores_gemma":[0.999437,0.00001985915,0.0003765233,0.000003878617,0.00000663649,0.00001290663,0.0001246213,0.000002207037,0.00001627455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007892242,"threshold_uncertainty_score":0.04173863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03912291893974378,"score_gpt":0.3014105992337528,"score_spread":0.262287680294009,"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."}}