{"id":"W4403223191","doi":"10.4269/ajtmh.23-0893","title":"Operational Research to Support Rapid Evidence-Based Responses to Outbreaks: Learnings from COVID-19","year":2024,"lang":"en","type":"article","venue":"American Journal of Tropical Medicine and Hygiene","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cape Town; National University of Singapore; International Development Research Centre; Elizabeth Glaser Pediatric AIDS Foundation","keywords":"Flexibility (engineering); Business; Workforce; Pandemic; Transmission (telecommunications); Outbreak; Coronavirus disease 2019 (COVID-19); Environmental resource management; Public relations; Process management; Political science; Medicine; Economic growth; Computer science; Economics; Telecommunications","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.5472949,0.002477098,0.003346918,0.006104692,0.007183534,0.0357686,0.01571085,0.01861813,0.01351579],"category_scores_gemma":[0.6111307,0.002534831,0.005102729,0.004732799,0.01995836,0.04144183,0.03624444,0.04525023,0.005321346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01920134,"about_ca_system_score_gemma":0.1697771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00809068,"about_ca_topic_score_gemma":0.01500655,"domain_scores_codex":[0.5307758,0.3753693,0.03256295,0.009937507,0.03349,0.01786435],"domain_scores_gemma":[0.1643115,0.5469901,0.02800872,0.06059835,0.1115656,0.08852571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008197484,0.001265804,0.007121837,0.0138939,0.0006290287,0.001635033,0.02061162,0.004103788,0.001229731,0.0807348,0.2528113,0.6151434],"study_design_scores_gemma":[0.001051669,0.002234508,0.0068727,0.07341084,0.0004406974,0.0009332856,0.03049071,0.003406952,0.002099757,0.2266196,0.6518433,0.0005960056],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003728784,0.02276092,0.02303211,0.9307171,0.008353757,0.001222421,0.0003256353,0.000375294,0.009483952],"genre_scores_gemma":[0.1336901,0.09382144,0.3759817,0.3626078,0.01938725,0.006551367,0.001471969,0.001249255,0.005239209],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5472949,"threshold_uncertainty_score":0.558266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1706621999748772,"score_gpt":0.469813810075101,"score_spread":0.2991516101002238,"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."}}