{"id":"W2970762869","doi":"10.1038/s41467-019-11861-y","title":"Pareto rules for malaria super-spreaders and super-spreading","year":2019,"lang":"en","type":"article","venue":"Nature Communications","topic":"Malaria Research and Control","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; Medical Research Council; Department for International Development; National Institute of Allergy and Infectious Diseases; Bill and Melinda Gates Foundation; Office of Extramural Research, National Institutes of Health; International Development Research Centre; Wellcome Trust; Burroughs Wellcome Fund; National Institutes of Health; U.S. Department of Health and Human Services","keywords":"Malaria; Pareto principle; Computer science; Computational biology; Biology; Mathematical optimization; Immunology; Mathematics","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":[0.0003095908,0.0001230698,0.0002411857,0.000110882,0.000197455,0.00005291416,0.0004448511,0.0002802511,0.0001159795],"category_scores_gemma":[0.0004932494,0.0001061209,0.00008888629,0.0001208386,0.000113359,0.0001201159,0.000185795,0.0008117449,0.00005052897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004379631,"about_ca_system_score_gemma":0.0001105712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000320661,"about_ca_topic_score_gemma":0.0001497113,"domain_scores_codex":[0.9990793,0.00007553109,0.0001688295,0.0002133949,0.0001791361,0.0002837702],"domain_scores_gemma":[0.9974947,0.0006298611,0.00003042506,0.001459381,0.0002143626,0.0001712706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006130004,0.0003613326,0.1097145,0.0003074763,0.0004391757,0.000003580861,0.0008646124,0.000001448446,0.03570409,0.8237473,0.01784888,0.01039458],"study_design_scores_gemma":[0.01022898,0.0007604104,0.3534771,0.0003861532,0.0004208419,0.0001148075,0.002562388,0.01167363,0.001682655,0.004037588,0.6140106,0.0006448653],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4973259,0.0494597,0.0008601636,0.3834625,0.0004888491,0.007756581,0.0004265243,0.0004082559,0.05981155],"genre_scores_gemma":[0.9897132,0.0006282151,0.006829097,0.0009898762,0.00006422162,0.0001906799,0.0003081588,0.00002426263,0.001252284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8197097,"threshold_uncertainty_score":0.4327485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02595393105338214,"score_gpt":0.3287915192433035,"score_spread":0.3028375881899213,"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."}}