{"id":"W3078852215","doi":"10.33151/ajp.17.826","title":"A Rapid Review of Pandemic Studies in Paramedicine","year":2020,"lang":"en","type":"review","venue":"Australasian Journal of Paramedicine","topic":"Disaster Response and Management","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; University of Toronto; University of Calgary; University Health Network; Alberta Health Services","funders":"","keywords":"Preparedness; Pandemic; Triage; Workforce; Medicine; Nursing; Personal protective equipment; Health care; Work (physics); Service (business); Medical emergency; Medical education; Disease; Business; Political science; Coronavirus disease 2019 (COVID-19)","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":[0.02903285,0.001382865,0.00462446,0.05201097,0.001437106,0.005872385,0.002970883,0.004007614,0.008839739],"category_scores_gemma":[0.1109059,0.001518839,0.003659566,0.04640446,0.001780673,0.008171149,0.00384323,0.002548738,0.00166245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009952098,"about_ca_system_score_gemma":0.03108244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007194749,"about_ca_topic_score_gemma":0.02272689,"domain_scores_codex":[0.976489,0.007846941,0.009539477,0.001131084,0.004363253,0.0006301509],"domain_scores_gemma":[0.8332539,0.1214329,0.0157079,0.002957602,0.02539989,0.00124788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007717113,0.00002463289,0.0004143264,0.8588718,0.0006434329,0.000287803,0.001436135,0.000100138,0.0004811765,0.002089258,0.0171826,0.1183916],"study_design_scores_gemma":[0.00003051005,0.00007280309,0.00148251,0.8664278,0.001466721,0.0002319016,0.0007673232,0.00003660455,0.0001299935,0.0005804554,0.1287496,0.00002386631],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008149086,0.9902327,0.0004765625,0.003329667,0.001367519,0.0008325328,0.0007646631,0.00003275564,0.002148684],"genre_scores_gemma":[0.007019992,0.9841118,0.002629841,0.003247945,0.0004411963,0.00136184,0.0006565817,0.00002108715,0.0005098721],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05201097,"threshold_uncertainty_score":0.1535422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3995265232075403,"score_gpt":0.5702267104555658,"score_spread":0.1707001872480255,"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."}}