{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009709423,0.0002863322,0.0002500461,0.001382618,0.0001601768,0.0004658911,0.0002247678,0.000233958,0.0004699902],"category_scores_gemma":[0.00264163,0.00006113144,0.000188499,0.0008076325,0.0003626853,0.0003808425,0.0002592692,0.0002256075,0.0002184084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003764758,"about_ca_system_score_gemma":0.0003628138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007608732,"about_ca_topic_score_gemma":0.0008084464,"domain_scores_codex":[0.9995086,0.0000880478,0.0000580409,0.00008128364,0.0001884161,0.00007562925],"domain_scores_gemma":[0.9986234,0.0004847256,0.0003722787,0.00006387782,0.0003741812,0.000081602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001929467,0.00001950626,0.9659068,0.00004605198,0.00002297838,0.0001598125,0.00008137504,0.0006282053,0.009501797,0.00008876964,0.0002450973,0.02310663],"study_design_scores_gemma":[0.00001610095,0.0002714834,0.9581336,0.00004298992,0.00008355474,0.00261128,0.000403496,0.009011431,0.02636589,0.0005303939,0.002515067,0.00001468835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917994,0.001273466,0.005113529,0.00009953021,0.0000158777,0.00004025118,0.0006954786,0.00005671033,0.0009058787],"genre_scores_gemma":[0.9893082,0.0005294089,0.00906452,0.00002635729,0.00001645174,0.00004297716,0.0008589439,0.00001133995,0.0001418186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001382618,"threshold_uncertainty_score":0.005134881,"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."}}