{"id":"W4321204491","doi":"10.12927/hcq.2023.27017","title":"One System, Multiple Hospitals: A Unified Paediatric Healthcare System Response to the COVID-19 Pandemic","year":2023,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Medicine; Healthcare system; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Health care; Medical emergency; Infectious disease (medical specialty); Virology; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01611838,0.0005793466,0.0003871831,0.0008885933,0.004870518,0.007692527,0.002784581,0.004631652,0.006360312],"category_scores_gemma":[0.01682021,0.0005939039,0.0009528524,0.0008505101,0.002970886,0.003367918,0.01624772,0.005225621,0.0004513083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01193696,"about_ca_system_score_gemma":0.03898812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02316489,"about_ca_topic_score_gemma":0.05906831,"domain_scores_codex":[0.9837981,0.008564254,0.0006069711,0.0006745182,0.002407215,0.003948983],"domain_scores_gemma":[0.9861065,0.00115136,0.001325579,0.0004626925,0.001260621,0.009693297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0007940638,0.001829179,0.2051021,0.0009139867,0.0006170122,0.01051203,0.02594857,0.01136194,0.005577754,0.08831693,0.3851832,0.2638431],"study_design_scores_gemma":[0.001031957,0.007879773,0.2894329,0.002026613,0.0003394303,0.004019134,0.08080126,0.014896,0.002803043,0.02266441,0.5735438,0.0005616434],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3788495,0.003810986,0.009055564,0.5480878,0.006232723,0.0008033622,0.000573964,0.0008147983,0.05177138],"genre_scores_gemma":[0.9244301,0.001136245,0.01298189,0.05429924,0.00147504,0.0002479832,0.0002671197,0.00008465024,0.0050777],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02316489,"threshold_uncertainty_score":0.08660913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09639495996976731,"score_gpt":0.3860240805132327,"score_spread":0.2896291205434653,"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."}}