{"id":"W2020586264","doi":"10.1002/pbc.20773","title":"Classification of malignant pediatric renal tumors by gene expression","year":2006,"lang":"en","type":"article","venue":"Pediatric Blood & Cancer","topic":"Renal and related cancers","field":"Biochemistry, Genetics and Molecular Biology","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's & Women's Health Centre of British Columbia","funders":"National Cancer Institute","keywords":"Medicine; Wilms' tumor; Gold standard (test); Confidence interval; Sarcoma; Oncology; Gene; Pathology; Internal medicine; Biology; Genetics","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":[0.00009251142,0.0001723408,0.00016964,0.00007475718,0.00006369003,0.000009826622,0.0001783505,0.0002028352,0.00003977825],"category_scores_gemma":[0.000009826768,0.0001418734,0.0001106221,0.0002721316,0.00003847184,0.00000545638,0.00004778148,0.0001082732,0.00000504501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001615776,"about_ca_system_score_gemma":0.0001729303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002296375,"about_ca_topic_score_gemma":0.000010873,"domain_scores_codex":[0.9987187,0.00003854744,0.0003602275,0.0003880587,0.0002309328,0.0002634822],"domain_scores_gemma":[0.9992884,0.000007964449,0.0002878283,0.0002437652,0.00009692323,0.00007508823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005359927,0.0001153797,0.07614274,0.00006139228,0.00002089405,0.000002325083,0.000007548269,0.0002857158,0.8892187,0.000008760137,0.03386534,0.0002175773],"study_design_scores_gemma":[0.00103001,0.0001729404,0.03314474,0.00001564403,0.0003380534,0.000009208545,0.000007325732,0.00001831317,0.9602324,0.0000403182,0.004683133,0.0003079326],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696032,0.02903268,0.000210796,0.00007523783,0.000206088,0.0001408768,0.0001041465,0.00001560575,0.0006113809],"genre_scores_gemma":[0.98201,0.01424441,0.0002160701,0.0000397328,0.002127275,0.00006489312,0.000191785,0.00002674547,0.001079062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07101365,"threshold_uncertainty_score":0.5785431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005067720437707083,"score_gpt":0.2175380327041392,"score_spread":0.2124703122664321,"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."}}