{"id":"W4414370431","doi":"10.1093/cid/ciaf518","title":"Culture Clash: Dual-Pathogen Endocarditis and the Metagenomic Next-Generation Sequencing Studies We Need","year":2025,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Infective Endocarditis Diagnosis and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre; University of Manitoba","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; Vlaamse regering; Fonds Wetenschappelijk Onderzoek","keywords":"Endocarditis; Metagenomics; Infective endocarditis; DNA sequencing; Bacteria; MEDLINE","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03201773,0.0009965536,0.002394274,0.001769514,0.001369799,0.005833273,0.002893025,0.01185781,0.003639082],"category_scores_gemma":[0.1111351,0.0007413551,0.001278116,0.001009631,0.005008266,0.01254894,0.002702435,0.02077376,0.002048911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001557856,"about_ca_system_score_gemma":0.003137155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002000603,"about_ca_topic_score_gemma":0.003427838,"domain_scores_codex":[0.9863648,0.006624224,0.001906051,0.001694247,0.002764626,0.0006460286],"domain_scores_gemma":[0.8540964,0.09632641,0.007460773,0.006355996,0.02831101,0.007449382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004856937,0.00008339057,0.01204671,0.002568247,0.0005559532,0.003632656,0.001453647,0.0004851701,0.001891764,0.009888921,0.7827756,0.1841323],"study_design_scores_gemma":[0.00008785658,0.0002672238,0.008090116,0.004691613,0.0004478077,0.01405554,0.003888314,0.00270956,0.002190777,0.08897281,0.8742298,0.0003686142],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001671477,0.06469291,0.004149084,0.8627458,0.06570183,0.00002134421,0.0001565346,0.0001583219,0.0007026686],"genre_scores_gemma":[0.04696564,0.05606567,0.01608048,0.6381142,0.2392679,0.00008515139,0.0002278785,0.0002879228,0.002905143],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03201773,"threshold_uncertainty_score":0.1693279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1255815183907262,"score_gpt":0.3906790277550786,"score_spread":0.2650975093643523,"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."}}