{"id":"W4295347063","doi":"10.1038/s41467-022-32249-5","title":"The importance of antimicrobial resistance in medical mycology","year":2022,"lang":"en","type":"review","venue":"Nature Communications","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":219,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Manchester Biomedical Research Centre; National Institutes of Health; Medical Research Council Centre for Medical Mycology; Wellcome Trust; Astellas Pharma; National Institute of Allergy and Infectious Diseases; European Commission; National Institute for Health and Care Research; Medical Research Council; Canadian Institute for Advanced Research","keywords":"Drug resistance; Malaria; Antibiotic resistance; Medicine; Pandemic; Antifungal; Intensive care medicine; Public health; Antibiotics; Biology; Microbiology; Immunology; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty); Disease; Internal medicine; Pathology; Dermatology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001435289,0.0002016436,0.001180492,0.0001200836,0.0002903546,0.000007343553,0.00193099,0.0007716381,0.0002422715],"category_scores_gemma":[0.002876515,0.000136985,0.0003919611,0.0008553311,0.0006581795,0.00002367084,0.0006370391,0.004351343,0.000006359247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002656312,"about_ca_system_score_gemma":0.001727752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007792562,"about_ca_topic_score_gemma":0.01016736,"domain_scores_codex":[0.9974278,0.0006504187,0.0009556722,0.0002894147,0.0004390175,0.0002376293],"domain_scores_gemma":[0.9931218,0.002786229,0.0004570179,0.003461237,0.00009884384,0.00007488585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004359864,0.002252384,0.01736022,0.02826903,0.0007894904,0.000225776,0.0003705655,6.406172e-8,0.000005971069,0.1261246,0.1291829,0.694983],"study_design_scores_gemma":[0.000175601,0.00001554974,0.001113041,0.002593822,0.0001752914,0.00002354186,0.00002835625,7.062064e-7,2.093123e-7,0.00007440232,0.9956999,0.00009960343],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002700298,0.9858977,8.012327e-7,0.003031822,0.0001613734,0.0007246689,0.00006254145,0.00001916505,0.01007498],"genre_scores_gemma":[0.001847517,0.9961299,0.0004500122,0.0003432788,0.00003987459,0.0001393356,0.0003157866,0.00002632691,0.0007079966],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8665169,"threshold_uncertainty_score":0.9979457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05201359478994537,"score_gpt":0.4068288846815974,"score_spread":0.354815289891652,"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."}}