{"id":"W2521564131","doi":"10.1148/radiol.2016161477","title":"Homogeneous T1 Hyperintense Renal Lesions with Smooth Borders","year":2016,"lang":"en","type":"letter","venue":"Radiology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital","funders":"","keywords":"Medicine; Homogeneous; Radiology; Renal cell carcinoma; Magnetic resonance imaging; Contrast (vision); Nuclear medicine; Pathology; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007776859,0.0005255399,0.001021734,0.0002600412,0.00007919518,0.000008670866,0.000193988,0.0009429758,0.0006114836],"category_scores_gemma":[0.00004526016,0.0003001624,0.0002536659,0.00009891886,0.0004406184,0.00001741566,0.00005097289,0.00109393,0.0003974981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003600428,"about_ca_system_score_gemma":0.0004138923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006666761,"about_ca_topic_score_gemma":0.000008992663,"domain_scores_codex":[0.9977111,0.0001627551,0.0003238815,0.0007664906,0.0002684195,0.0007673143],"domain_scores_gemma":[0.9983203,0.000239882,0.0001664613,0.0009653613,0.0001362392,0.0001717956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004404619,0.00003038187,0.000759373,0.00008267897,0.0005965321,0.03710818,0.00003154041,0.000001187802,0.00167013,0.00001834073,0.9531177,0.006143501],"study_design_scores_gemma":[0.00184418,0.002864238,0.001972955,0.000198979,0.000567493,0.02458204,0.000007792951,0.000001757224,0.0004644039,0.00004690387,0.9670944,0.0003548507],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07632846,0.003258259,0.0002976718,0.8966284,0.0006801635,0.001160805,0.0001289968,0.0002330326,0.02128423],"genre_scores_gemma":[0.04264339,0.001064198,0.003137959,0.8754123,0.01233477,0.0003556016,0.001232084,0.0004036874,0.06341606],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04213182,"threshold_uncertainty_score":0.999945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02043883155524292,"score_gpt":0.2515850318619486,"score_spread":0.2311462003067057,"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."}}