{"id":"W4223584911","doi":"10.1002/hsr2.546","title":"Covid‐19 and fund mismanagement in Malawi: A major challenge to its effective pandemic containment","year":2022,"lang":"en","type":"article","venue":"Health Science Reports","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montfort Hospital","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Containment (computer programming); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Business; Medicine; Virology; Outbreak; Computer science; Infectious disease (medical specialty); Disease; 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":[0.008944164,0.000163858,0.000441961,0.000807913,0.0005980011,0.00006201339,0.0002281868,0.00003216541,0.000255818],"category_scores_gemma":[0.0007812205,0.0001974914,0.00003695151,0.001039146,0.0001008743,0.0002251738,0.0005450746,0.0002374343,0.00002505375],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004819544,"about_ca_system_score_gemma":0.0008845638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00243617,"about_ca_topic_score_gemma":0.0003711978,"domain_scores_codex":[0.9969851,0.00004133971,0.0008832872,0.001048773,0.0002267787,0.0008147084],"domain_scores_gemma":[0.9979328,0.00009662649,0.0005730175,0.000449747,0.0000194173,0.0009284251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000641531,0.0002526722,0.9609033,0.0004044081,0.00001605351,0.0004583307,0.009043641,0.002328755,0.0000477271,0.01835093,0.001305157,0.006824824],"study_design_scores_gemma":[0.001324988,0.001056394,0.6702577,0.00004712573,0.000003797238,0.0004441352,0.001279517,0.001932992,0.00001222119,0.01072026,0.3123511,0.0005697474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677843,0.004656713,0.0005768597,0.01879527,0.0008400132,0.003314245,0.00003540676,0.00007017759,0.003927055],"genre_scores_gemma":[0.985833,0.0002755487,0.0001030779,0.01288657,0.00002564225,0.0005042604,0.000002625629,0.00001371448,0.0003554909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3110459,"threshold_uncertainty_score":0.9990008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.104440163636432,"score_gpt":0.3553091865093279,"score_spread":0.2508690228728959,"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."}}