{"id":"W2072388098","doi":"10.1111/myc.12205","title":"Comparative analysis of Gram's stain, PNA‐FISH and Sepsityper with MALDI‐TOF MS for the identification of yeast direct from positive blood cultures","year":2014,"lang":"en","type":"article","venue":"Mycoses","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Health Services and Delivery Research Programme; National Institutes of Health; Astellas Pharma","keywords":"Yeast; Gram staining; Matrix-assisted laser desorption/ionization; Microbiology; Chemistry; Blood culture; Mass spectrometry; Chromatography; Biology; Biochemistry; Desorption","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":[0.001298327,0.0005474305,0.000278956,0.0008907638,0.000247095,0.0005072032,0.0002270652,0.0004084087,0.001389991],"category_scores_gemma":[0.00219325,0.000228256,0.0002840515,0.0004300564,0.0003747744,0.0004671203,0.0006518231,0.0002050771,0.0005728045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001424052,"about_ca_system_score_gemma":0.0002019185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005292189,"about_ca_topic_score_gemma":0.001180889,"domain_scores_codex":[0.9987649,0.0003226761,0.0001883272,0.0002173101,0.0003989538,0.0001078523],"domain_scores_gemma":[0.9982407,0.0009850214,0.0002054817,0.0001266185,0.0003406071,0.0001016154],"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":[0.0002492157,0.00003801693,0.006267574,0.00009925356,0.00001885584,0.00009683164,0.0001234398,0.00007085746,0.9839679,0.00004368521,0.00002642425,0.008997763],"study_design_scores_gemma":[0.00001021012,0.001447267,0.1133849,0.00002457403,0.000096293,0.001406327,0.0003236219,0.002610167,0.879109,0.0001062326,0.001457632,0.00002372176],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832343,0.001060514,0.01338013,0.00004419603,0.00002714697,0.00006577393,0.0002132051,0.00006803522,0.001906526],"genre_scores_gemma":[0.9733892,0.0006824885,0.02364589,0.00003466085,0.00001080244,0.00009049807,0.0005798417,0.00004477813,0.001521795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001389991,"threshold_uncertainty_score":0.006866276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276518262912469,"score_gpt":0.2603245171982246,"score_spread":0.2475593345691,"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."}}