{"id":"W4385548973","doi":"10.1038/s41598-023-39809-9","title":"A pilot radiometabolomics integration study for the characterization of renal oncocytic neoplasia","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Karolinska Institutet; VINNOVA","keywords":"Computational biology; Computer science; Medicine; Biology","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":[0.002923331,0.0000861037,0.0002146128,0.0002633333,0.0002269315,0.00008391078,0.0000792797,0.00001960093,0.00001854242],"category_scores_gemma":[0.00126571,0.00005453947,0.00007799446,0.0009261598,0.0001547206,0.00007239375,0.00003196405,0.000140499,0.000005146365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003610214,"about_ca_system_score_gemma":0.0001827428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000230313,"about_ca_topic_score_gemma":0.000005877972,"domain_scores_codex":[0.9985828,0.0000379827,0.000464793,0.0003312223,0.0004097625,0.0001734467],"domain_scores_gemma":[0.9988629,0.0001338247,0.000285694,0.0004682026,0.0001832037,0.00006617436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001409748,0.0003352541,0.01799943,0.00006866427,0.0001128377,0.0001258861,0.002187667,0.0002302986,0.9253548,0.0001236736,0.006061417,0.04725905],"study_design_scores_gemma":[0.004232751,0.002180028,0.3951299,0.0004280107,0.001083551,0.001010904,0.002123525,0.4672407,0.05018643,0.002618593,0.07331418,0.000451435],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786673,0.00002970952,0.01427497,0.0009446786,0.004819421,0.001115473,0.000002134493,0.00007131992,0.00007502855],"genre_scores_gemma":[0.9963409,0.00000921126,0.0003104075,0.0000475529,0.0001649136,0.00006889064,0.0002026679,0.00001622999,0.002839235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8751684,"threshold_uncertainty_score":0.2224055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02638634726898583,"score_gpt":0.3145105822504423,"score_spread":0.2881242349814565,"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."}}