{"id":"W4283008472","doi":"10.1513/annalsats.202111-1266oc","title":"Acute Pulmonary Exacerbation Phenotypes in Patients with Cystic Fibrosis","year":2022,"lang":"en","type":"article","venue":"Annals of the American Thoracic Society","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Michael Smith Health Research BC; Wellcome Trust; Wellcome","keywords":"Medicine; Cystic fibrosis; Exacerbation; Phenotype; Pulmonary fibrosis; Internal medicine; Intensive care medicine; Lung; Genetics; Gene","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003929006,0.0002830453,0.0004835715,0.0004515587,0.0005512591,0.0005910525,0.0002724643,0.0004830021,0.001480164],"category_scores_gemma":[0.001493053,0.0001549521,0.0003153094,0.000396624,0.0002800806,0.0004341928,0.0004749548,0.0005293997,0.0002701119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000265559,"about_ca_system_score_gemma":0.0002379126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001648915,"about_ca_topic_score_gemma":0.002132449,"domain_scores_codex":[0.9996299,0.00006647916,0.0000398772,0.0001255597,0.00006730219,0.00007080625],"domain_scores_gemma":[0.9993804,0.0001047739,0.0002487228,0.00003726225,0.00007950644,0.0001493326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000217717,0.00002644218,0.9976931,0.000009976543,0.00001347937,0.0001657351,0.0000507375,0.00002147218,0.0006745551,0.00001576311,0.00009805695,0.001012861],"study_design_scores_gemma":[0.00001304557,0.0001137314,0.9984514,0.000008382258,0.00001190302,0.0009065708,0.0001307614,0.0001236657,0.00008782298,0.00003887411,0.0001111472,0.000002767747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991881,0.000213815,0.00005347141,0.00005663428,0.00000720193,0.00001288517,0.0001818773,0.00000180854,0.0002842583],"genre_scores_gemma":[0.9994982,0.00005145902,0.00005198855,0.00003690557,0.00001393273,0.000009940089,0.000256882,7.536732e-7,0.00007993636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001648915,"threshold_uncertainty_score":0.004951656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03076996678905366,"score_gpt":0.3547570531555604,"score_spread":0.3239870863665068,"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."}}