{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02349858,0.001070557,0.001521505,0.0230371,0.001778956,0.003780117,0.001093463,0.000832476,0.003941294],"category_scores_gemma":[0.06071296,0.0005033521,0.003544047,0.02836041,0.0008646803,0.002319851,0.003848908,0.0009702247,0.000351126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006939588,"about_ca_system_score_gemma":0.01996435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04676251,"about_ca_topic_score_gemma":0.06250746,"domain_scores_codex":[0.9800961,0.009885538,0.004440435,0.001328404,0.003224335,0.001025173],"domain_scores_gemma":[0.9561753,0.02761346,0.005854225,0.001088708,0.008804356,0.0004639182],"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":[0.0007120676,0.0002070153,0.2957437,0.1916543,0.006338033,0.002546593,0.02370173,0.01356933,0.002871274,0.03871142,0.02210756,0.401837],"study_design_scores_gemma":[0.0001645933,0.0009176685,0.4760307,0.1422031,0.01144889,0.00104712,0.06976344,0.01414039,0.00383234,0.02663354,0.2535478,0.000270266],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.469317,0.2487673,0.05024569,0.0167226,0.000982404,0.0106062,0.1451845,0.0003545368,0.05781972],"genre_scores_gemma":[0.8273323,0.06342219,0.060948,0.002183818,0.0001686319,0.006104907,0.03745222,0.00009071789,0.002297283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04676251,"threshold_uncertainty_score":0.1242738,"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."}}