{"id":"W4206351543","doi":"10.2196/36554","title":"Electronic Integrated Disease Early Warning System Surveillance System Evaluation, Sana'a Capital, Yemen, 2021","year":2022,"lang":"en","type":"article","venue":"Iproceedings","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Representativeness heuristic; Disease surveillance; Psychological intervention; Interview; Data collection; Medicine; Environmental health; Warning system; Strengths and weaknesses; Business; Medical emergency; Public health; Operations management; Computer science; Psychology; Nursing; Statistics; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.009254253,0.0008007574,0.0002800536,0.0009906839,0.0004952252,0.001189359,0.0003779747,0.0004046807,0.002654811],"category_scores_gemma":[0.009456998,0.0002143318,0.000376324,0.001105665,0.0005604422,0.001148726,0.0008790009,0.0003877285,0.0002790699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005849345,"about_ca_system_score_gemma":0.004635494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02782748,"about_ca_topic_score_gemma":0.03176063,"domain_scores_codex":[0.9968216,0.002034846,0.0002650773,0.0001238009,0.0003455032,0.0004090216],"domain_scores_gemma":[0.9966581,0.0007481878,0.0006498462,0.00007049148,0.001597705,0.0002757446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003040535,0.0008167634,0.8345201,0.001506669,0.0003896556,0.0005826724,0.002301227,0.006923859,0.002271179,0.001459524,0.01519687,0.1309909],"study_design_scores_gemma":[0.0003422179,0.00432452,0.9542244,0.001051381,0.0003386686,0.0002424655,0.007391979,0.01521594,0.00321771,0.0004422367,0.01314557,0.00006288347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723488,0.002046176,0.001570488,0.003861489,0.00008645988,0.002438249,0.007404999,0.0000910368,0.01015222],"genre_scores_gemma":[0.9899632,0.0006149462,0.002516132,0.000312862,0.00001475549,0.00139406,0.003779611,0.000005831084,0.00139858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02782748,"threshold_uncertainty_score":0.05533099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009674476965703225,"score_gpt":0.2445812553844329,"score_spread":0.2349067784187297,"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."}}