{"id":"W2508489308","doi":"10.1371/journal.pone.0160618","title":"Quality of Care Is Improved by Rapid Short Incubation MALDI-ToF Identification from Blood Cultures as Measured by Reduced Length of Stay and Patient Outcomes as Part of a Multi-Disciplinary Approach to Bacteremia in Pediatric Patients","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Sepsis; Medicine; Antibiotics; Identification (biology); Internal medicine; Pediatrics; Biology; Microbiology","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":[0.004295575,0.0001918053,0.000325641,0.001112865,0.0002536181,0.001316105,0.0003807768,0.0003310813,0.0006607912],"category_scores_gemma":[0.02344959,0.0001963614,0.00064189,0.00167129,0.0004215926,0.0008585532,0.0008621193,0.0004911911,0.000122047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001266537,"about_ca_system_score_gemma":0.001815743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005212347,"about_ca_topic_score_gemma":0.006220856,"domain_scores_codex":[0.9947241,0.00192171,0.0009384679,0.000345884,0.001796713,0.0002730733],"domain_scores_gemma":[0.9765956,0.002767857,0.0161432,0.0005029394,0.003221385,0.0007689771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000241203,0.00008201364,0.9568775,0.0003274039,0.0001932506,0.0001166011,0.0002058222,0.000326958,0.0008362955,0.00007217029,0.0008700025,0.03985088],"study_design_scores_gemma":[0.000007811931,0.0003101519,0.9970289,0.0001575971,0.00008682202,0.0003180518,0.0003018269,0.0003542883,0.0004703701,0.00004072189,0.0009162085,0.000007284987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816301,0.01285409,0.001296351,0.001952375,0.00006612481,0.0000383937,0.0005546369,0.00003328463,0.00157459],"genre_scores_gemma":[0.993682,0.004059205,0.001510591,0.000244014,0.00008142558,0.00002660663,0.0003014372,0.000005790047,0.00008892868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005212347,"threshold_uncertainty_score":0.02271742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03651256239272791,"score_gpt":0.2773271006955877,"score_spread":0.2408145383028598,"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."}}