{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009530932,0.0001572303,0.0004398859,0.000601368,0.00004453451,0.0000035719,0.0001288246,0.00008679623,0.0003451923],"category_scores_gemma":[0.0001770776,0.0001424393,0.0001101333,0.0003840863,0.0000718903,0.0000276845,0.000114137,0.0003046782,0.00001772828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004901058,"about_ca_system_score_gemma":0.0001903179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001481116,"about_ca_topic_score_gemma":0.00003105064,"domain_scores_codex":[0.997844,0.0006606624,0.0004378029,0.0003580151,0.0003719516,0.0003275662],"domain_scores_gemma":[0.9990546,0.0002238225,0.0001967378,0.0003257033,0.0001174492,0.00008172714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002859426,0.001907252,0.8795319,0.0002118091,0.0001757925,0.0006292009,0.001678482,0.008226214,0.08479933,0.00001473212,0.0004501369,0.01951568],"study_design_scores_gemma":[0.01260302,0.003980306,0.8730291,0.00004390137,0.0004477344,0.0003826549,0.0004285702,0.04372544,0.06446847,0.0001230422,0.0005451659,0.0002225838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962635,0.001455567,0.00002623908,0.000104154,0.0001976625,0.0008800469,0.0000116301,0.00001773616,0.00104349],"genre_scores_gemma":[0.9976798,0.00006595825,0.001729617,0.0001148149,0.00005269312,0.000179602,0.00006048195,0.0000235254,0.000093518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03549923,"threshold_uncertainty_score":0.5808507,"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."}}