{"id":"W1993588701","doi":"10.1139/w10-003","title":"Utility of a Luminex-based assay for multiplexed, rapid species identification of <i>Candida</i> isolates from an ongoing candidemia surveillance","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Microbiology","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Department of Veterans Affairs","keywords":"Biology; Microbiology; Population; Identification (biology); Candida infections; Virology; Candida albicans; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002100267,0.0005011446,0.000567147,0.0009403743,0.000329413,0.001579071,0.0005650839,0.0005069026,0.0004571349],"category_scores_gemma":[0.001802865,0.0002930757,0.0002782906,0.0005987966,0.000359983,0.0004129571,0.0005316328,0.0006273011,0.0003458182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005661862,"about_ca_system_score_gemma":0.0004193714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001280946,"about_ca_topic_score_gemma":0.0008594147,"domain_scores_codex":[0.9980774,0.0005412809,0.0001466055,0.0004041292,0.00066616,0.0001644462],"domain_scores_gemma":[0.9993663,0.000229145,0.0001105632,0.00008449016,0.0001452226,0.00006431014],"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":[0.0006394832,0.0002552493,0.01178863,0.00008599287,0.00003735896,0.0001262098,0.0001954675,0.001080946,0.9619117,0.0003948473,0.0002748575,0.02320915],"study_design_scores_gemma":[0.00003576015,0.001103177,0.02410571,0.00002793441,0.00008058505,0.000992563,0.0001148678,0.01183674,0.9574296,0.000193461,0.004025032,0.00005451826],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9071282,0.001810514,0.08571627,0.0002171149,0.00009952785,0.0003433162,0.001039453,0.00063964,0.003006047],"genre_scores_gemma":[0.8996184,0.0007512131,0.09524226,0.0001308423,0.00003037812,0.0002794199,0.001214332,0.00002734908,0.002705864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002100267,"threshold_uncertainty_score":0.01110744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01561627404469287,"score_gpt":0.2611974005059165,"score_spread":0.2455811264612236,"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."}}