{"id":"W3081623395","doi":"10.3390/jof6040216","title":"Diagnosis of Breakthrough Fungal Infections in the Clinical Mycology Laboratory: An ECMM Consensus Statement","year":2020,"lang":"en","type":"article","venue":"Journal of Fungi","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Medical Research Council; Da Volterra; Shionogi; Deutsche Forschungsgemeinschaft; Nabriva Therapeutics; Regeneron Pharmaceuticals; Amplyx; Wellcome Trust; Cidara Therapeutics; Astellas Pharma; Mylan; Medpace; Gilead Sciences; Pfizer","keywords":"Medical mycology; Intensive care medicine; Serology; Aspergillosis; Medicine; Antifungal; Biology; Immunology; Dermatology; Microbiology; Antibody","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":[0.03123344,0.001561703,0.002985158,0.004810093,0.001585037,0.004071634,0.005842348,0.008814175,0.002677286],"category_scores_gemma":[0.04276833,0.00091127,0.003865462,0.002824733,0.002589462,0.003637613,0.004745351,0.008254752,0.003981479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002894936,"about_ca_system_score_gemma":0.01519553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00485022,"about_ca_topic_score_gemma":0.005435477,"domain_scores_codex":[0.9772334,0.007495916,0.007460428,0.001089954,0.00561627,0.001104108],"domain_scores_gemma":[0.9430609,0.01463787,0.006677253,0.001494483,0.03043485,0.003694495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002099787,0.0001856407,0.005155274,0.01639062,0.0003926115,0.001707583,0.0008636377,0.0009901877,0.002684867,0.008307484,0.4378899,0.5252222],"study_design_scores_gemma":[0.0001217739,0.0001602625,0.005389356,0.04029865,0.0005048319,0.004417377,0.0007314482,0.0007657965,0.0013077,0.007012354,0.9391607,0.0001297871],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.003198387,0.5988153,0.02715468,0.3154691,0.02930843,0.001269663,0.001461934,0.0005200501,0.02280249],"genre_scores_gemma":[0.03839784,0.662724,0.1235933,0.1259596,0.02702771,0.00275756,0.007610803,0.0003426773,0.01158653],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03123344,"threshold_uncertainty_score":0.1651801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08417299218077905,"score_gpt":0.4002021127191282,"score_spread":0.3160291205383491,"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."}}