{"id":"W4408746681","doi":"10.1002/puh2.70024","title":"SWOT Analysis of Communicable Disease Surveillance in Sudan","year":2025,"lang":"en","type":"article","venue":"Public Health Challenges","topic":"Strategic Planning and Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Centers for Disease Control and Prevention; U.S. Department of Health and Human Services","keywords":"International Health Regulations; Disease surveillance; Preparedness; SWOT analysis; Communicable disease; Transparency (behavior); Government (linguistics); Strengths and weaknesses; Business; Disease; Environmental health; Political science; Medicine; Public health; Infectious disease (medical specialty); Coronavirus disease 2019 (COVID-19); Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001787105,0.000125989,0.0005669252,0.00159722,0.0001109413,0.00008480837,0.0003749907,0.00004309621,0.00005897303],"category_scores_gemma":[0.0002726643,0.000119394,0.0001306239,0.003087736,0.00004905896,0.0002804286,0.0001227493,0.00013716,0.000008306612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004879287,"about_ca_system_score_gemma":0.0001611291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003633089,"about_ca_topic_score_gemma":0.006943354,"domain_scores_codex":[0.998635,0.00007734807,0.0004448924,0.0002618109,0.0001931703,0.0003877939],"domain_scores_gemma":[0.9989439,0.0001669855,0.0002333301,0.0004928581,0.0001245414,0.00003842564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003221263,0.000529829,0.8095168,0.001386756,0.0008228894,0.000007258265,0.0003340481,0.001159311,0.000001660678,0.1517726,0.002388639,0.03204798],"study_design_scores_gemma":[0.0003064348,0.000003952265,0.9071831,0.00008266404,0.00008853098,2.679494e-8,0.001573071,0.0247024,1.046156e-7,0.001251774,0.06467512,0.0001328776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5380874,0.03771681,0.0002155406,0.3035797,0.000248879,0.0003045216,0.00002893121,0.0002390751,0.1195792],"genre_scores_gemma":[0.9958324,0.001986565,0.00002367126,0.001832193,0.00005396234,0.00001723018,0.00009584736,0.000006445066,0.0001516231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4577451,"threshold_uncertainty_score":0.5492169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1043258719232952,"score_gpt":0.3205481730021914,"score_spread":0.2162223010788962,"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."}}