{"id":"W160820796","doi":"10.1155/2013/701093","title":"Evaluation of MALDI‐TOF Mass Spectrometry and Sepsityper Kit™ for the Direct Identification of Organisms from Sterile Body Fluids in a Canadian Pediatric Hospital","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Infectious Diseases and Medical Microbiology","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Blood culture; Matrix-assisted laser desorption/ionization; Mass spectrometry; Chromatography; Identification (biology); Microbiology; Clinical microbiology; Bacteria; Biology; Chemistry; Antibiotics; Desorption","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006658551,0.00007235852,0.000162823,0.000144067,0.00005637753,0.00002174287,0.00009828372,0.0001246501,0.0002081782],"category_scores_gemma":[0.001668282,0.00005824651,0.0000476101,0.00008724674,0.000145787,0.000009845969,0.00001145127,0.00006416783,6.09724e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006354643,"about_ca_system_score_gemma":0.001326772,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08096252,"about_ca_topic_score_gemma":0.1486025,"domain_scores_codex":[0.9991595,0.0001246432,0.0003594369,0.0001361059,0.00006305253,0.0001573194],"domain_scores_gemma":[0.9988932,0.00007114959,0.0001815353,0.0001075951,0.0004179456,0.0003285631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001071974,0.00003182269,0.3724501,0.00002749906,0.00007065422,0.000001075342,0.00009687991,0.000002902927,0.6247419,0.00001481727,0.0004524544,0.002099181],"study_design_scores_gemma":[0.0009475017,0.0003404352,0.9903986,0.00002266036,0.0002339914,0.00002959012,0.000205333,0.0001683513,0.006795056,0.0003376646,0.0004120585,0.0001087205],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965199,0.002223974,0.0001305903,0.0003254462,0.0003410063,0.0002484752,0.0001952385,8.922959e-7,0.00001454188],"genre_scores_gemma":[0.9994587,0.0001973945,0.00003238966,0.00007086497,0.0001523201,0.000008536335,0.00006560229,0.00000643947,0.000007748124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6179485,"threshold_uncertainty_score":0.9251574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005542240934733444,"score_gpt":0.2286328364531927,"score_spread":0.2230905955184592,"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."}}