{"id":"W4360605583","doi":"10.1097/ju.0000000000003279.03","title":"MP41-03 IS A RENAL TUMOUR BENIGN OR MALIGNANT? A PREDICTION TOOL INCLUDING PATIENTS MANAGED WITH SURGERY, ABLATION, OR SURVEILLANCE","year":2023,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Malignancy; Tumor ablation; General surgery; Ablation; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001322213,0.0003078804,0.0005957496,0.002456082,0.0009539434,0.001969447,0.0005528703,0.001118242,0.03940822],"category_scores_gemma":[0.01544883,0.000302481,0.0006409795,0.001674832,0.0003377534,0.001338762,0.001211773,0.001398157,0.01242461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004307211,"about_ca_system_score_gemma":0.001203824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00311891,"about_ca_topic_score_gemma":0.005662203,"domain_scores_codex":[0.9988152,0.0002056486,0.0001242219,0.0001121846,0.0005642705,0.0001785074],"domain_scores_gemma":[0.9918921,0.002083813,0.001368058,0.0002804311,0.002157698,0.002217884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004510319,0.0001686721,0.7237091,0.000119769,0.00007299222,0.001366189,0.00009462153,0.0002246182,0.0002489625,0.0003157519,0.1787423,0.09448592],"study_design_scores_gemma":[0.0001453172,0.0004989902,0.8795742,0.001372825,0.0001936064,0.01612167,0.001169104,0.001875396,0.0005871686,0.00160839,0.09674729,0.0001061013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5371028,0.01275417,0.004788923,0.08871657,0.005670999,0.0008366671,0.02617107,0.001380166,0.3225786],"genre_scores_gemma":[0.9016314,0.008574985,0.007052851,0.007823456,0.004621634,0.0004433323,0.01798813,0.0004047144,0.05145948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03940822,"threshold_uncertainty_score":0.1318336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03010448593889431,"score_gpt":0.2650218905783348,"score_spread":0.2349174046394405,"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."}}