{"id":"W3172481009","doi":"10.1097/mph.0000000000002210","title":"Prediction of Bloodstream Infection in Pediatric Acute Leukemia by Microbiota and Volatile Organic Compounds Analysis","year":2021,"lang":"en","type":"article","venue":"Journal of Pediatric Hematology/Oncology","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pediatric Oncology Group","funders":"","keywords":"Bloodstream infection; Acute leukemia; Feces; Bacteremia; Antibiotics; Acute diarrhea","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":[0.0001522351,0.000196531,0.0009263179,0.0008158913,0.00002791593,0.0000082048,0.0001438845,0.0005967141,0.00003462957],"category_scores_gemma":[0.0002313694,0.0001966182,0.0001474793,0.002032182,0.0000781514,0.0001579831,0.00007625452,0.0007053784,0.000002033287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005071869,"about_ca_system_score_gemma":0.0001277034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007965974,"about_ca_topic_score_gemma":0.00004502305,"domain_scores_codex":[0.9982644,0.00007636225,0.001037176,0.000202951,0.0001325208,0.0002866112],"domain_scores_gemma":[0.9986866,0.000348855,0.0005164371,0.0001738821,0.0001876335,0.00008664851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003466318,0.000215827,0.7004461,0.0001853556,0.0006538866,0.0002452825,0.0001176359,0.001507795,0.2902256,0.00001819217,0.005778069,0.0005716226],"study_design_scores_gemma":[0.01012294,0.002028134,0.1896208,0.00004502678,0.01677029,0.009472049,0.0005512061,0.008329271,0.7550095,0.002129876,0.004663184,0.001257768],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930559,0.004602885,0.001655823,0.000101716,0.0002860453,0.00006460888,0.00002938712,0.00008031923,0.0001233005],"genre_scores_gemma":[0.9808936,0.01660171,0.002283964,0.00001092277,0.0001568469,0.000002867818,0.00001768363,0.00002093915,0.00001147421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5108253,"threshold_uncertainty_score":0.8017856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007182182239923688,"score_gpt":0.2323646556217672,"score_spread":0.2251824733818435,"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."}}