{"id":"W4402660960","doi":"10.1007/s00345-024-05235-3","title":"New staging criteria predicting m-tor inhibitors treatment effect of renal angiomyolipoma in tuberous sclerosis complex patients","year":2024,"lang":"en","type":"article","venue":"World Journal of Urology","topic":"Tuberous Sclerosis Complex Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"High-level Hospital Construction Project of Guangdong Provincial People's Hospital","keywords":"Tuberous sclerosis; Medicine; Nephrology; Internal medicine; Angiomyolipoma; Urology; Oncology; Kidney; Pathology","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":[0.0007847463,0.0006995948,0.0005336193,0.001629461,0.0004932903,0.0009257667,0.0005018294,0.0005439853,0.002098346],"category_scores_gemma":[0.002473868,0.0001882702,0.0006612057,0.0006551501,0.00030884,0.0006579621,0.0003804018,0.0005969407,0.0002653737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005195257,"about_ca_system_score_gemma":0.0007389368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003555008,"about_ca_topic_score_gemma":0.006475565,"domain_scores_codex":[0.9996852,0.00006305999,0.00005803029,0.00004091758,0.00007867103,0.00007413393],"domain_scores_gemma":[0.9985099,0.0003939093,0.0004173396,0.00004732089,0.0002303237,0.0004011905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009155042,0.00006347693,0.9834568,0.00003704904,0.0001053657,0.0004713071,0.00004499532,0.0004305959,0.001483746,0.0001517537,0.0009509829,0.01188838],"study_design_scores_gemma":[0.0001544076,0.0006387869,0.9837844,0.00009880868,0.0004921563,0.003955317,0.0002867726,0.006452049,0.001295711,0.0006301018,0.002176044,0.00003538412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864705,0.003743896,0.001127358,0.0005249394,0.0001123527,0.00005675913,0.0006357759,0.00004632435,0.007282164],"genre_scores_gemma":[0.9973174,0.0004383411,0.001110625,0.00005059703,0.00007759222,0.00001990378,0.0005591058,0.000005723842,0.0004207536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003555008,"threshold_uncertainty_score":0.007068634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03680702554658244,"score_gpt":0.3210225120912564,"score_spread":0.284215486544674,"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."}}