{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00375582,0.0005690071,0.001313195,0.001531874,0.0009402421,0.00332338,0.0008444791,0.002437792,0.003208942],"category_scores_gemma":[0.004157097,0.0003394737,0.0008363226,0.001470114,0.00173009,0.003620736,0.001792254,0.004533869,0.0006940941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001326457,"about_ca_system_score_gemma":0.001384458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00191515,"about_ca_topic_score_gemma":0.004377639,"domain_scores_codex":[0.9986804,0.0003354858,0.0001557099,0.0002845502,0.0003404834,0.0002033309],"domain_scores_gemma":[0.9949443,0.00232636,0.0006347268,0.0002106511,0.001006805,0.0008771024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001182285,0.0003686209,0.1301203,0.005261732,0.0004247807,0.001322216,0.00144428,0.0001747785,0.004631011,0.01104498,0.3178064,0.5262187],"study_design_scores_gemma":[0.000173531,0.000512229,0.2934145,0.007522019,0.0006837123,0.006218904,0.003333603,0.0006256181,0.000997434,0.01515722,0.671176,0.0001852787],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0104811,0.8268263,0.0009592051,0.1467627,0.01029628,0.00003489432,0.0003913504,0.00005598856,0.004192118],"genre_scores_gemma":[0.09453534,0.6865699,0.003338319,0.08387717,0.1268582,0.0001138527,0.001117083,0.00009400796,0.003496105],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.00375582,"threshold_uncertainty_score":0.01986295,"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."}}