{"id":"W4405950967","doi":"10.1093/jacamr/dlae209","title":"Antifungal stewardship in the UK: where are we now?","year":2024,"lang":"en","type":"article","venue":"JAC-Antimicrobial Resistance","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Pfizer UK; Pfizer","keywords":"Stewardship (theology); Antimicrobial stewardship; Thematic analysis; Antifungal; Medicine; Medical education; Business; Public relations; Environmental resource management; Political science; Antibiotic resistance; Qualitative research; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009488779,0.0003820588,0.0006139154,0.0001860409,0.0001836972,0.0002477922,0.0004383795,0.0002451719,0.0004136755],"category_scores_gemma":[0.0001696184,0.0002691163,0.0003665237,0.001039181,0.0002940789,0.0001941618,0.00006212252,0.0009305718,0.0003620195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000223532,"about_ca_system_score_gemma":0.0003726401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000518561,"about_ca_topic_score_gemma":0.006041253,"domain_scores_codex":[0.9969407,0.0002068063,0.0006304723,0.0008696991,0.0006364589,0.000715912],"domain_scores_gemma":[0.9982935,0.0003648274,0.0001075368,0.0009703446,0.000132196,0.0001315513],"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":[0.001466701,0.0003390583,0.1527386,0.003358232,0.0001050663,0.002284783,0.001124475,0.000005366109,0.05117524,0.002549344,0.7839202,0.0009329644],"study_design_scores_gemma":[0.001469395,0.0001418017,0.3867437,0.007914155,0.0002266424,0.0001241517,0.001203352,0.00007307252,0.006854449,0.0006025108,0.5939156,0.0007310993],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9019931,0.01944027,0.0003830857,0.05209371,0.001074473,0.001308354,0.0002092394,0.0003002726,0.02319749],"genre_scores_gemma":[0.9674382,0.003698892,0.00063119,0.001374567,0.0004459897,0.00002577295,0.00002432676,0.00005596394,0.02630513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2340051,"threshold_uncertainty_score":0.9999761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02457075078239577,"score_gpt":0.2947587277722453,"score_spread":0.2701879769898495,"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."}}