{"id":"W4395697480","doi":"10.1016/j.jcf.2024.04.004","title":"Update on the diagnosis and management of cystic fibrosis pulmonary exacerbations","year":2024,"lang":"en","type":"review","venue":"Journal of Cystic Fibrosis","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"Gilead Sciences; Cystic Fibrosis Foundation","keywords":"Medicine; Exacerbation; Intensive care medicine; Cystic fibrosis; Observational study; Epidemiology; Internal medicine","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":[0.001213492,0.0007239079,0.002693821,0.0009565155,0.0001633392,0.0001523877,0.0006156919,0.0002700214,0.0003209811],"category_scores_gemma":[0.0009194345,0.0004114185,0.001189742,0.001263523,0.0004017625,0.0001811673,0.0003714394,0.001223497,0.0001443598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003870189,"about_ca_system_score_gemma":0.0003839536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008525798,"about_ca_topic_score_gemma":0.000001043722,"domain_scores_codex":[0.9947755,0.000383975,0.002121857,0.0005398656,0.001622664,0.000556078],"domain_scores_gemma":[0.9938857,0.003300051,0.001214978,0.0008461123,0.000349901,0.0004032401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005481597,0.0005076714,0.00002831056,0.1511284,0.003459027,0.0009152384,0.00008163939,0.00002035712,0.00007290616,0.001933114,0.03155795,0.8097473],"study_design_scores_gemma":[0.0003848487,0.001297883,0.0002574466,0.1490818,0.0113478,0.001061434,0.0001100536,0.0000586659,0.00003342137,0.0006595755,0.835372,0.0003350817],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001308725,0.9954334,0.0002601788,0.001007987,0.0005007555,0.001547143,0.0003875967,0.00002987523,0.0007021772],"genre_scores_gemma":[0.0006940639,0.986464,0.01123232,0.00005535362,0.0003779725,0.0002601005,0.00004786796,0.0001361332,0.0007322111],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8094122,"threshold_uncertainty_score":0.9998338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04514101051654087,"score_gpt":0.3587273369813989,"score_spread":0.313586326464858,"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."}}