{"id":"W4280596950","doi":"10.1002/ctm2.860","title":"Frequent exacerbators in severe asthma: Focus on clinical and transcriptional factors","year":2022,"lang":"en","type":"letter","venue":"Clinical and Translational Medicine","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Asthma; Intensive care medicine; Disease; Pulmonology; Pediatrics; 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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009270398,0.0005019981,0.001433691,0.0003030668,0.000144715,0.00001097192,0.0001237325,0.0009452493,0.002662808],"category_scores_gemma":[0.0003430998,0.0003524538,0.0004027426,0.000200901,0.001534071,0.000064484,0.00002584977,0.003786708,0.000009685095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002149274,"about_ca_system_score_gemma":0.0003408334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004013931,"about_ca_topic_score_gemma":0.00001935229,"domain_scores_codex":[0.9952396,0.0005281185,0.001816742,0.001008845,0.001039619,0.0003670923],"domain_scores_gemma":[0.9968023,0.002172549,0.0002082561,0.0002733156,0.00007248542,0.0004710524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001684713,0.0007292697,0.7915676,0.0003865674,0.0003436632,0.001304446,0.0002267523,0.00000444526,0.000002744618,0.001283727,0.1662758,0.0361903],"study_design_scores_gemma":[0.005453857,0.002396293,0.5305733,0.0003687278,0.000209283,0.0000579,0.00005346206,0.000017013,1.862403e-7,0.001840815,0.4587839,0.0002452866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2191987,0.008175268,0.00003333285,0.7673486,0.001595903,0.0009586097,0.0005143501,0.00006991673,0.002105338],"genre_scores_gemma":[0.5799962,0.002092343,0.0001064256,0.4043167,0.009915869,0.00006667693,0.002184134,0.0001069215,0.0012148],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.363032,"threshold_uncertainty_score":0.9998928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08164669605298798,"score_gpt":0.3634514822503624,"score_spread":0.2818047861973744,"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."}}