{"id":"W3081958521","doi":"10.1002/cpmc.112","title":"A Low‐Cost Tebuconazole‐Based Screening Test for Azole‐Resistant <i>Aspergillus fumigatus</i>","year":2020,"lang":"en","type":"article","venue":"Current Protocols in Microbiology","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Department for International Development; Natural Environment Research Council; Sight Research UK; Canadian Institute for Advanced Research","keywords":"Azole; Aspergillus fumigatus; Biology; Tebuconazole; Protocol (science); Microbiology; Fungicide; Antifungal; Medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004143397,0.0003637097,0.0007667891,0.0001038417,0.0001146143,0.00002749811,0.0002969817,0.0002386482,0.0001241211],"category_scores_gemma":[0.0009985975,0.0003166029,0.0002705946,0.0003648893,0.0002890576,0.00007478041,0.00009922269,0.0005803184,0.00005290753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001336369,"about_ca_system_score_gemma":0.0004216571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000446797,"about_ca_topic_score_gemma":0.00004706049,"domain_scores_codex":[0.9974489,0.0001043064,0.0007669944,0.0008364417,0.0001068726,0.0007364861],"domain_scores_gemma":[0.9985702,0.0003386412,0.0001900119,0.0004287965,0.0002028323,0.0002695409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005558877,0.00108604,0.1368027,0.002702994,0.00003077153,0.00003833422,0.0001584591,0.00002282531,0.82885,0.0001857572,0.007150921,0.01741227],"study_design_scores_gemma":[0.02151313,0.003048002,0.02423332,0.00324086,0.0001018831,0.00002338152,0.0001899233,0.0015676,0.2557924,0.000113417,0.6891308,0.001045323],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.2605278,0.002059816,0.06455921,0.01317589,0.0008007797,0.6521571,0.004461082,0.0008792375,0.00137904],"genre_scores_gemma":[0.9092993,0.00001419127,0.003285883,0.003346171,0.0003967477,0.08274642,0.0007842677,0.00006777633,0.00005921489],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6819798,"threshold_uncertainty_score":0.9999286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07538130282438338,"score_gpt":0.3642770893799687,"score_spread":0.2888957865555853,"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."}}