{"id":"W1984674697","doi":"10.1159/000353758","title":"Gene Expression Profiling to Predict Viridans Group Streptococcal and Invasive Fungal Infection in Pediatric Acute Myeloid Leukemia: A Brief Report from the Children's Oncology Group","year":2013,"lang":"en","type":"article","venue":"Acta Haematologica","topic":"Neutropenia and Cancer Infections","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"National Cancer Institute; University of Pennsylvania","keywords":"Myeloid leukemia; Medicine; Gene expression profiling; Leukemia; Bacteremia; Pediatric oncology; Immunology; Oncology; Internal medicine; Gene expression; Biology; Gene; Microbiology; Cancer; Genetics; Antibiotics","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":[0.0006707765,0.0003552272,0.0003755782,0.0006289377,0.0001331929,0.0006414637,0.000225141,0.0004058265,0.0003320033],"category_scores_gemma":[0.000690837,0.0001376772,0.0002673176,0.0006751434,0.0002966368,0.0002744853,0.0001894907,0.0006196868,0.0001337697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003146743,"about_ca_system_score_gemma":0.0003395961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006872222,"about_ca_topic_score_gemma":0.0006131887,"domain_scores_codex":[0.9997213,0.0000448033,0.00003050141,0.00008528012,0.00008510098,0.00003289307],"domain_scores_gemma":[0.999701,0.0001152868,0.00005349156,0.00001158685,0.00008074958,0.00003780927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002208486,0.0004802444,0.303579,0.001746673,0.0003131656,0.003608429,0.0005297747,0.0006157256,0.186751,0.0007056112,0.01170346,0.4877585],"study_design_scores_gemma":[0.0001449049,0.00428987,0.7874478,0.0004209916,0.0008143775,0.01617901,0.000679467,0.002947756,0.08221353,0.00065883,0.1040857,0.0001178662],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6205554,0.3504154,0.01224567,0.008347725,0.000965743,0.0003670296,0.001802445,0.0001826395,0.005117944],"genre_scores_gemma":[0.8017963,0.1688799,0.01815178,0.003314195,0.0031464,0.0002390778,0.00218513,0.00004810765,0.002239181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006872222,"threshold_uncertainty_score":0.00354743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01313289689674815,"score_gpt":0.2620173307892852,"score_spread":0.248884433892537,"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."}}