{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007715453,0.0002086313,0.000407553,0.0002954179,0.0001736577,0.00000852368,0.0002154796,0.00009587357,0.00006616314],"category_scores_gemma":[0.0009318354,0.000128493,0.00007890315,0.0007685018,0.0002290582,0.0001472386,0.00007076678,0.0002245843,0.0000448754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008951491,"about_ca_system_score_gemma":0.0001914154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006368294,"about_ca_topic_score_gemma":0.0001147317,"domain_scores_codex":[0.9978376,0.0002679347,0.0005198396,0.0003571177,0.0006879559,0.0003295541],"domain_scores_gemma":[0.9983843,0.0005037163,0.0001661513,0.000574058,0.000142467,0.0002292973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009168671,0.0002526872,0.8199157,0.0009198458,0.00009007243,0.00213097,0.002875073,0.0009100079,0.01009574,0.0005438504,0.002000108,0.1510973],"study_design_scores_gemma":[0.001026919,0.001006575,0.9847746,0.002451507,0.00009220249,0.00008027208,0.005348796,0.001743642,0.0001042541,0.0001172418,0.003100415,0.0001535323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935802,0.002941145,0.000008765342,0.00212836,0.0002281068,0.0004560567,0.00002623449,0.00009122481,0.0005399552],"genre_scores_gemma":[0.9978781,0.0004060093,0.000136337,0.0002865861,0.0006718879,0.0000214708,0.0002649948,0.0000366251,0.0002979337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.164859,"threshold_uncertainty_score":0.5239792,"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."}}