{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004934716,0.0006067479,0.0004206199,0.0006832568,0.004190899,0.006605539,0.001175723,0.003728183,0.006937791],"category_scores_gemma":[0.01044884,0.0004355855,0.0003971226,0.0009919835,0.003721371,0.004615277,0.007315774,0.007361288,0.0007062837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006160721,"about_ca_system_score_gemma":0.02831322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05076776,"about_ca_topic_score_gemma":0.07954369,"domain_scores_codex":[0.9974371,0.0008741133,0.0001539763,0.0001094105,0.0003949611,0.001030404],"domain_scores_gemma":[0.9935384,0.001443633,0.001006544,0.000155348,0.00110882,0.002747199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000300654,0.0003659603,0.04769573,0.003182376,0.0001891335,0.004363109,0.01219217,0.001298522,0.002512162,0.07603437,0.3915352,0.4603307],"study_design_scores_gemma":[0.00008107887,0.0004098522,0.05456591,0.005356158,0.00009791701,0.002346614,0.01752736,0.002048113,0.00155194,0.02948333,0.8863868,0.0001450842],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04502523,0.05644017,0.001353748,0.8822145,0.004161203,0.0001131488,0.0003567724,0.00007862081,0.01025658],"genre_scores_gemma":[0.641368,0.1140349,0.007835519,0.2075647,0.009311801,0.0003600724,0.0008360884,0.0001306635,0.01855822],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05076776,"threshold_uncertainty_score":0.1009445,"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."}}