{"id":"W3197139157","doi":"10.1177/10775587211039201","title":"Public Health and Health Sector Crisis Leadership During Pandemics: A Review of the Medical and Business Literature","year":2021,"lang":"en","type":"review","venue":"Medical Care Research and Review","topic":"Disaster Response and Management","field":"Health Professions","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of Toronto","funders":"","keywords":"Pandemic; Preparedness; Public relations; Public health; Context (archaeology); Health care; Political science; Crisis management; Empirical evidence; Coronavirus disease 2019 (COVID-19); Medicine; Nursing; Disease; Infectious disease (medical specialty)","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":[0.002565065,0.000814688,0.001765792,0.009313017,0.0005638803,0.001987075,0.0008522799,0.001548784,0.003467118],"category_scores_gemma":[0.008742165,0.0005247466,0.00137817,0.01354506,0.0006748713,0.0021152,0.0009601315,0.00120975,0.0005825432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001864884,"about_ca_system_score_gemma":0.008906007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00642834,"about_ca_topic_score_gemma":0.01751212,"domain_scores_codex":[0.9985725,0.0004068812,0.0003949788,0.0001560123,0.0003867355,0.00008285855],"domain_scores_gemma":[0.9912469,0.006442702,0.001115646,0.00008117477,0.000935112,0.0001784969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008043174,0.00005947146,0.000745759,0.4218611,0.000697933,0.0002304063,0.0006642828,0.0002153687,0.0003442785,0.002229411,0.01333132,0.5595402],"study_design_scores_gemma":[0.00003817649,0.0001614249,0.007006184,0.4850217,0.00320124,0.001204069,0.001526685,0.00009282185,0.0002726508,0.001464463,0.4999634,0.00004714527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009935841,0.9993145,0.00002417688,0.0002344268,0.00004947771,0.000006705059,0.00001614426,0.000001160422,0.0002540273],"genre_scores_gemma":[0.001072026,0.9985797,0.00008324099,0.0001538777,0.00003891917,0.000009091714,0.00001521024,5.349631e-7,0.00004736939],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009313017,"threshold_uncertainty_score":0.01356554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6392624019499227,"score_gpt":0.5873481958797965,"score_spread":0.0519142060701262,"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."}}