{"id":"W4389617915","doi":"10.1186/s12890-023-02797-7","title":"The increasing burden of asthma acute care in Singapore: an update on 15-year population-level evidence","year":2023,"lang":"en","type":"article","venue":"BMC Pulmonary Medicine","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"National University of Singapore","keywords":"Medicine; Asthma; Emergency department; Christian ministry; Population; Health care; Demography; Pediatrics; Emergency medicine; Environmental health; 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":[0.01210622,0.0007353696,0.00253967,0.003786639,0.0002958973,0.002613788,0.001598089,0.001163667,0.005702489],"category_scores_gemma":[0.01857948,0.0005708298,0.004802561,0.006387676,0.0007141369,0.002392778,0.001693707,0.001739067,0.0006114487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00191102,"about_ca_system_score_gemma":0.00452389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02252225,"about_ca_topic_score_gemma":0.04493677,"domain_scores_codex":[0.9945037,0.001751283,0.001833464,0.0005359733,0.00119995,0.0001755707],"domain_scores_gemma":[0.971632,0.01180295,0.008472929,0.0008378371,0.006390139,0.0008641995],"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":[0.001015876,0.0001733109,0.3225439,0.152058,0.01952778,0.0005339845,0.0009102751,0.001179105,0.0002357787,0.001430549,0.03038381,0.4700077],"study_design_scores_gemma":[0.0003259845,0.001015573,0.6657597,0.1639832,0.02584361,0.001173369,0.001600861,0.001389764,0.0003664527,0.001583206,0.1367373,0.0002209086],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01161638,0.9776857,0.0003954418,0.004406757,0.0005252198,0.00005953983,0.003833907,0.00003661041,0.001440494],"genre_scores_gemma":[0.1264755,0.8646969,0.001428424,0.002760959,0.0007849287,0.0001104689,0.003478654,0.00001827639,0.00024585],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02252225,"threshold_uncertainty_score":0.06402463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04703181647915766,"score_gpt":0.336700620839342,"score_spread":0.2896688043601843,"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."}}