{"id":"W4302363794","doi":"10.1371/journal.ppat.1010810","title":"Pestilence and famine: Continuing down the vicious cycle with COVID-19","year":2022,"lang":"en","type":"article","venue":"PLoS Pathogens","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canarie","funders":"National Institute of Allergy and Infectious Diseases; Defense Threat Reduction Agency; National Institutes of Health; World Health Organization; U.S. Department of Health and Human Services","keywords":"Coronavirus disease 2019 (COVID-19); Famine; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pandemic; Virology; Biology; Political science; Medicine; Outbreak; Infectious disease (medical specialty); Internal medicine; Law","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006073365,0.0001292048,0.0001925174,0.00007022356,0.004423746,0.00001265786,0.0002085429,0.00006189533,0.0009802429],"category_scores_gemma":[0.0003811607,0.00009511856,0.00002700709,0.0002710623,0.0001232902,0.00006423238,0.0003050734,0.0007803012,0.00006150224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000168875,"about_ca_system_score_gemma":0.0003073031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004167202,"about_ca_topic_score_gemma":0.0006525304,"domain_scores_codex":[0.9979907,0.0006046912,0.0003066511,0.0002900606,0.000347842,0.0004600608],"domain_scores_gemma":[0.9983438,0.0008104339,0.000187312,0.0003285569,0.00007221256,0.000257678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005266801,0.0004992466,0.6101396,0.001385011,0.0001108534,0.000284249,0.3279387,0.002258274,0.001677737,0.04013025,0.01302202,0.002027343],"study_design_scores_gemma":[0.006627362,0.001680537,0.2325315,0.0004438433,0.0005217333,0.0001676523,0.2199744,0.01400954,0.00002796465,0.008448127,0.5141727,0.001394625],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846923,0.0003565353,0.0001103527,0.01057074,0.000236033,0.001144982,0.0004626104,0.0001589069,0.002267552],"genre_scores_gemma":[0.9907459,0.00006567712,0.000346746,0.007652314,0.0001256184,0.0005121535,0.00003956367,0.00002073257,0.0004912682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5011507,"threshold_uncertainty_score":0.999933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09838454685768233,"score_gpt":0.3932951132831949,"score_spread":0.2949105664255126,"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."}}