{"id":"W4387783968","doi":"10.2147/por.s399879","title":"Adult Severe Asthma Registries: A Global and Growing Inventory","year":2023,"lang":"en","type":"article","venue":"Pragmatic and Observational Research","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Sanofi; Teva Pharmaceutical Industries; AstraZeneca; GlaxoSmithKline; Amgen","keywords":"Asthma; Medicine; Family medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.00081739,0.00009107933,0.0001571201,0.0001021237,0.0002733755,0.00005255816,0.00006132411,0.00006791848,0.00006366325],"category_scores_gemma":[0.00228217,0.00007409323,0.00003289557,0.0006207012,0.0002537121,0.0002012997,0.0001327459,0.0001742545,0.00006548801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000059668,"about_ca_system_score_gemma":0.0003589569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003826702,"about_ca_topic_score_gemma":0.000008407829,"domain_scores_codex":[0.9983779,0.0001209076,0.0001964863,0.0002348049,0.0007840324,0.000285886],"domain_scores_gemma":[0.9988332,0.000370172,0.00003124325,0.0001434606,0.0003617507,0.0002602186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002680809,0.0001029289,0.8516867,0.001431971,0.00007556755,0.0001963939,0.0003728441,0.000007759829,0.0002651181,0.07249169,0.04200644,0.03109449],"study_design_scores_gemma":[0.0009746155,0.0001790754,0.9500108,0.0003421881,0.0000136957,0.00005445154,0.001565562,0.00357452,0.00001100876,0.0103927,0.03277285,0.0001085347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882074,0.0006340934,0.00002180189,0.008170952,0.00002930006,0.0002830883,0.00002780848,0.00006044679,0.002565116],"genre_scores_gemma":[0.9946587,0.0003005947,0.0003836838,0.001142487,0.0001857903,0.0000722143,0.0001161185,0.00001402381,0.003126376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09832408,"threshold_uncertainty_score":0.3021434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1120804227256618,"score_gpt":0.3955440310789349,"score_spread":0.2834636083532731,"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."}}