{"id":"W3153151104","doi":"10.1016/j.idm.2021.04.003","title":"Analysis of intervention effectiveness using early outbreak transmission dynamics to guide future pandemic management and decision-making in Kuwait","year":2021,"lang":"en","type":"article","venue":"Infectious Disease Modelling","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Kuwait Foundation for the Advancement of Sciences","keywords":"Outbreak; Pandemic; Transmission (telecommunications); Psychological intervention; Basic reproduction number; Intervention (counseling); Medicine; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Geography; Environmental health; Operations research; Infectious disease (medical specialty); Computer science; Virology; Disease; Telecommunications; Engineering; Population","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009223062,0.0002071777,0.0006173658,0.0004554866,0.0001125647,0.00003184423,0.00008981584,0.0000874098,0.000009599864],"category_scores_gemma":[0.0003634741,0.0001898812,0.0003189762,0.00110286,0.00002565464,0.00008692126,0.0001806513,0.0001359488,5.345437e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004760873,"about_ca_system_score_gemma":0.00002122532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002546593,"about_ca_topic_score_gemma":0.0003912841,"domain_scores_codex":[0.9981151,0.0002726167,0.000639135,0.0005039634,0.0002314679,0.0002377024],"domain_scores_gemma":[0.9977992,0.001555893,0.000155909,0.0002670091,0.0001022552,0.0001197652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001401561,0.0001926833,0.3398999,0.0004469065,0.000476847,0.00003983924,0.0002418839,0.625325,0.00001819762,0.001357861,0.00000130028,0.03185946],"study_design_scores_gemma":[0.0003983449,0.00002609072,0.1181183,0.001119596,0.001254069,0.000001167359,0.0001418389,0.7925127,0.000005026136,0.08622465,0.0000121514,0.0001860178],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4999249,0.0003501941,0.4994176,0.00001256594,0.00003717839,0.0001861635,0.000007966623,0.00003162593,0.00003176639],"genre_scores_gemma":[0.9820106,0.0002097595,0.01764955,0.0000473645,0.00002237082,0.00003018231,0.000006240437,0.00001933192,0.000004608441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4820856,"threshold_uncertainty_score":0.7743129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07320780647135935,"score_gpt":0.3976922239285001,"score_spread":0.3244844174571407,"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."}}