{"id":"W4411984888","doi":"10.1212/nxg.0000000000200276","title":"Blood Biomarkers to Identify Renal Angiomyolipomas in People With Tuberous Sclerosis Complex","year":2025,"lang":"en","type":"article","venue":"Neurology Genetics","topic":"Tuberous Sclerosis Complex Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Université de Sherbrooke; Centre Hospitalier Universitaire Sainte-Justine; Centre Hospitalier Universitaire de Sherbrooke; Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Tuberous sclerosis; Medicine; Pathology; Angiomyolipoma; Kidney; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002515857,0.0002757483,0.0005139489,0.0008486251,0.0001096902,0.00004263382,0.0003770398,0.0001972208,0.0001396281],"category_scores_gemma":[0.0001115558,0.0002622064,0.00008557187,0.001768875,0.0002367073,0.00002632817,0.0003321526,0.0004527007,0.00008010325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005166907,"about_ca_system_score_gemma":0.0002226058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003837928,"about_ca_topic_score_gemma":0.003107947,"domain_scores_codex":[0.9973866,0.0002165942,0.0004280889,0.0007302334,0.0004361311,0.0008023226],"domain_scores_gemma":[0.9984966,0.0001994359,0.00005156841,0.000808143,0.000177467,0.000266812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001214974,0.0004787427,0.6816719,0.00006525096,0.0002307907,0.0002212164,0.0001739557,0.0002877355,0.3059402,0.00009065479,0.006486606,0.003138036],"study_design_scores_gemma":[0.003405755,0.001743921,0.9837964,0.00007493501,0.0001503547,0.0002789684,0.00001889997,0.0005547731,0.007558159,0.00006278391,0.002171759,0.0001832935],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836264,0.0003239977,0.0002312056,0.01306796,0.0001336351,0.0009416615,0.00001391205,0.00009580864,0.001565457],"genre_scores_gemma":[0.9893667,0.00006564751,0.002973771,0.007153951,0.00006337176,0.00009994166,0.00002400271,0.0000496494,0.0002029296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3021245,"threshold_uncertainty_score":0.999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04528719586770064,"score_gpt":0.3265939690141981,"score_spread":0.2813067731464974,"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."}}