{"id":"W3186791259","doi":"10.1016/j.jcf.2021.07.008","title":"Clinician variability in the diagnosis and treatment of aspergillus fumigatus-related conditions in cystic fibrosis: An international survey","year":2021,"lang":"en","type":"article","venue":"Journal of Cystic Fibrosis","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Cystic fibrosis; Itraconazole; Aspergillus; Aspergillus fumigatus; Disease; Bronchitis; Allergic bronchopulmonary aspergillosis; Internal medicine; Intensive care medicine; Immunology; Dermatology; Antifungal; Microbiology; Immunoglobulin E","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":[0.002240957,0.0001597751,0.0006263927,0.000165242,0.00004754174,0.00003013465,0.0001365428,0.0001403578,0.0002526074],"category_scores_gemma":[0.003738185,0.0001106158,0.0001829982,0.0004393244,0.0001796601,0.0002028788,0.00002240833,0.0002636508,0.000002012206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002478189,"about_ca_system_score_gemma":0.000341155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003060332,"about_ca_topic_score_gemma":0.001381849,"domain_scores_codex":[0.9969799,0.001019746,0.001154637,0.0002457888,0.0004094235,0.000190492],"domain_scores_gemma":[0.9959725,0.002813122,0.0003441505,0.000339838,0.0004061336,0.0001242687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000937708,0.001843981,0.9908782,0.00006674222,0.0001209412,0.0001569472,0.001050057,0.00005710171,0.001916326,0.0001312189,0.00005482589,0.002785926],"study_design_scores_gemma":[0.002284145,0.001342428,0.9928015,0.0004852021,0.0001856302,0.00009364584,0.0008180401,0.0002363083,0.0006757332,0.0007930133,0.0001945619,0.00008977573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976165,0.0007978096,0.00006932473,0.0006596636,0.0002239477,0.0002204423,0.0002000957,0.000004153093,0.0002080664],"genre_scores_gemma":[0.9978958,0.0007690446,0.001052362,0.00007748634,0.00006582564,0.00001718953,0.00007717094,0.00001054721,0.00003456464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00269615,"threshold_uncertainty_score":0.4510783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03556804870869121,"score_gpt":0.3375714706631304,"score_spread":0.3020034219544392,"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."}}