{"id":"W4362578526","doi":"10.4102/sajid.v38i1.470","title":"Prescribing patterns of echinocandins in adult patients in a private hospital in Gauteng, South Africa","year":2023,"lang":"en","type":"article","venue":"Southern African Journal of Infectious Diseases","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences North","funders":"","keywords":"Anidulafungin; Caspofungin; Echinocandins; Medicine; Micafungin; Observational study; Antifungal; Internal medicine; Antifungal drug; Intensive care medicine; Fluconazole; Dermatology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003190001,0.0001819882,0.0005712729,0.0007839104,0.00002541093,0.00001430323,0.0001360285,0.00006991241,0.00003330122],"category_scores_gemma":[0.001052495,0.0001495411,0.0002202428,0.0008767605,0.00007392225,0.0001181277,0.0000495331,0.000354904,0.00000990859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002263239,"about_ca_system_score_gemma":0.0001850069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002555331,"about_ca_topic_score_gemma":0.0006562882,"domain_scores_codex":[0.997978,0.0001436598,0.0008468624,0.0002179604,0.000441627,0.0003718793],"domain_scores_gemma":[0.9988777,0.0001044583,0.0004285316,0.000205695,0.0002036166,0.0001799659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000503534,0.001082858,0.9807379,0.0001567909,0.00003798715,0.000220117,0.01641797,0.00007957927,0.00008329728,0.00001403852,0.00001503424,0.0006508825],"study_design_scores_gemma":[0.003777545,0.0007747152,0.9824797,0.0009485976,0.00004583337,0.000002114694,0.01143601,0.00005764106,0.0000385629,0.0002992299,0.000005049038,0.0001350117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990215,0.0001085942,0.00002747653,0.00004745719,0.0001038928,0.0003201456,0.0001710675,0.0000236619,0.0001762464],"genre_scores_gemma":[0.999781,0.00006428985,0.000009125029,0.00001938696,0.00004783126,0.000007856505,0.000008353702,0.00002639604,0.00003582266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004981954,"threshold_uncertainty_score":0.6098111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00897522133678534,"score_gpt":0.232752588232858,"score_spread":0.2237773668960727,"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."}}