{"id":"W4404991788","doi":"10.1016/j.mmcr.2024.100688","title":"Refractory fungal infection: Three case reports highlighting good practice","year":2024,"lang":"en","type":"article","venue":"Medical Mycology Case Reports","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"University of Cambridge; Cambridge University Hospitals; Gilead Sciences","keywords":"Medicine; Refractory (planetary science); Clinical Practice; Intensive care medicine; Family medicine; Biology; Astrobiology","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00454727,0.0003588519,0.000743608,0.0002234532,0.0003563607,0.00005991951,0.00002804424,0.0008476052,0.002915616],"category_scores_gemma":[0.01598524,0.0002875933,0.0003202639,0.0005544905,0.0004210114,0.0003596462,0.000142333,0.00170813,0.00008539811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004178324,"about_ca_system_score_gemma":0.001821372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001182737,"about_ca_topic_score_gemma":0.001793791,"domain_scores_codex":[0.9951736,0.0002770886,0.001554039,0.001243712,0.001087771,0.0006638126],"domain_scores_gemma":[0.9956627,0.001591428,0.0004258376,0.001052156,0.0003892155,0.0008786095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0001190228,0.0004339894,0.04235361,0.0004302796,0.0002697507,0.9356667,0.0001446739,5.446356e-7,0.0002451877,0.000261007,0.009312215,0.01076306],"study_design_scores_gemma":[0.000208471,0.0004504051,0.005764874,0.0002647361,0.0005205581,0.7803297,0.0001282201,0.00009975182,0.0001214922,0.0002284831,0.211673,0.0002102754],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9605334,0.004568,0.0008138914,0.005611987,0.004815938,0.000645513,0.000003595842,0.0006217093,0.02238594],"genre_scores_gemma":[0.9947475,0.0002261013,0.0004306226,0.001232779,0.00160735,0.00007659809,0.00002726219,0.00005697707,0.001594851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2023608,"threshold_uncertainty_score":0.9999576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844135482503482,"score_gpt":0.3322114900573239,"score_spread":0.3137701352322891,"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."}}