{"id":"W2016545820","doi":"10.3109/13693786.2010.547880","title":"Prevalent nosocomial clusters among causative agents for candidemia in Hamilton, Canada","year":2011,"lang":"en","type":"article","venue":"Medical Mycology","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Regional Laboratory Medicine Program; McMaster University","funders":"","keywords":"Candida parapsilosis; Incidence (geometry); Candida tropicalis; Genotype; Intensive care unit; Medical microbiology; Intensive care; Corpus albicans; Biology; Candida glabrata; Candida albicans; Microbiology; Molecular epidemiology; Medicine; Internal medicine; Intensive care medicine; Genetics; Gene","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005492724,0.0001372695,0.0004478674,0.00005552515,0.00004978594,0.000001554254,0.0001360187,0.0002700259,0.001595257],"category_scores_gemma":[0.001545901,0.000111541,0.00006859416,0.0001027631,0.0002863434,0.00002712995,0.00003981095,0.0003483004,0.000006227808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005234274,"about_ca_system_score_gemma":0.001489874,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2874741,"about_ca_topic_score_gemma":0.9150376,"domain_scores_codex":[0.9982976,0.0001249334,0.0004153196,0.0003341027,0.0003746189,0.0004534082],"domain_scores_gemma":[0.998915,0.0003456872,0.00007505586,0.0002013008,0.00007734474,0.000385645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000975494,0.0001756742,0.9645405,0.0001627995,0.00005665908,0.0004410793,0.001419274,4.712544e-7,0.00004619208,0.0001147263,0.03099128,0.001075902],"study_design_scores_gemma":[0.00260513,0.0003707806,0.9876458,0.0000981052,0.00004970061,0.00001302628,0.0003292035,0.0002844494,0.0001982836,0.0001171327,0.008175221,0.00011318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943597,0.00006336605,0.0002777805,0.0008958641,0.0005395951,0.0008843762,0.00001799244,0.00001523913,0.00294605],"genre_scores_gemma":[0.9950414,0.00003882772,0.0001693413,0.002999724,0.0001250087,0.0001271564,0.00002293146,0.00001273685,0.001462908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6275635,"threshold_uncertainty_score":0.9993174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03781388086777324,"score_gpt":0.3006554455581472,"score_spread":0.262841564690374,"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."}}