{"id":"W4400534184","doi":"10.1080/10903127.2024.2372452","title":"Post-Pandemic Growth in 9-1-1 Paramedic Calls and Emergency Department Transports Surpasses Pre-Pandemic Rates in the COVID-19 Era: Implications for Paramedic Resource Planning","year":2024,"lang":"en","type":"article","venue":"Prehospital Emergency Care","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; St. Joseph’s Healthcare Hamilton; Impact","funders":"","keywords":"Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Medical emergency; Emergency department; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Emergency medical services; Emergency medicine; Virology; Nursing; Infectious disease (medical specialty); Outbreak; Disease","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":[0.001441747,0.0002683278,0.0002271798,0.0005201698,0.0002488462,0.001044739,0.0006694573,0.0004534534,0.002469591],"category_scores_gemma":[0.005676816,0.0002218919,0.0004348661,0.0009469584,0.0002922325,0.001294851,0.0006130852,0.000851999,0.0003277577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001750727,"about_ca_system_score_gemma":0.001613166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06090947,"about_ca_topic_score_gemma":0.06595767,"domain_scores_codex":[0.9993044,0.0001207279,0.00007530781,0.0001558824,0.0001085012,0.0002351105],"domain_scores_gemma":[0.9969873,0.0005163551,0.001501952,0.0001415867,0.0005418811,0.0003110486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000127586,0.00004830259,0.9839832,0.00009163126,0.0000496386,0.0001482598,0.0003787678,0.0008439319,0.0004971604,0.0004126068,0.002041856,0.01137712],"study_design_scores_gemma":[0.000003439304,0.00004886109,0.9963672,0.00006116059,0.000007659453,0.00006519781,0.0007064361,0.001598429,0.0001374862,0.00009757136,0.0009012519,0.000005213529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913898,0.0009028332,0.0005959086,0.002534414,0.00008056883,0.00002962797,0.002372514,0.0000455401,0.002048786],"genre_scores_gemma":[0.9969437,0.0006240418,0.0003980824,0.0002509569,0.00005311062,0.0000216462,0.001378679,0.00001088097,0.0003189872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06090947,"threshold_uncertainty_score":0.1211099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05513303228108766,"score_gpt":0.4128976224706672,"score_spread":0.3577645901895795,"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."}}