{"id":"W3161777325","doi":"10.1093/biosci/biab047","title":"Viewing Emerging Human Infectious Epidemics through the Lens of Invasion Biology","year":2021,"lang":"en","type":"article","venue":"BioScience","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Science Foundation of Sri Lanka; Comisión Nacional de Investigación Científica y Tecnológica; Natural Sciences and Engineering Research Council of Canada; Sight Research UK; Ministerio de Ciencia e Innovación; Bundesministerium für Bildung und Forschung; Agencia Estatal de Investigación; Agence Nationale de la Recherche; Natural Environment Research Council; Biodiversa+","keywords":"Propagule pressure; Biology; Biodiversity; Pandemic; Invasive species; Ecology; Infectious disease (medical specialty); Ecosystem; Propagule; Biological dispersal; Outbreak; Coronavirus disease 2019 (COVID-19); Disease; Virology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00047815,0.00005897038,0.0001596377,0.00002766434,0.000181654,0.000009336822,0.00009798619,0.00003855247,0.0001047854],"category_scores_gemma":[0.0009246165,0.00003739062,0.00005855995,0.0004379028,0.0001900309,0.00009214983,0.00007726384,0.00009488544,0.0000053136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002824751,"about_ca_system_score_gemma":0.0003534482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002647266,"about_ca_topic_score_gemma":0.00001181052,"domain_scores_codex":[0.9991707,0.00008338343,0.0002218793,0.0001914842,0.0001233422,0.0002091784],"domain_scores_gemma":[0.9993492,0.0001128116,0.00008439624,0.0002790253,0.0001095635,0.00006496176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002375599,0.0008068514,0.2222223,0.0008260368,0.00006410988,0.0000511565,0.01011572,0.00005260869,0.3601468,0.2910947,0.00404134,0.1105547],"study_design_scores_gemma":[0.002111529,0.001136682,0.1960349,0.0009723707,0.0001983751,0.0002824454,0.00562029,0.001789783,0.01904086,0.02144243,0.7508298,0.0005405202],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707619,0.0008069327,0.002175106,0.00982865,0.0004024835,0.0001388228,0.000005233615,0.00003040791,0.01585045],"genre_scores_gemma":[0.9950792,0.0002486549,0.0004005882,0.004053675,0.0001124245,0.000002546809,0.000005505411,0.000004003749,0.00009338962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7467884,"threshold_uncertainty_score":0.1524745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09197241031432819,"score_gpt":0.38490693069697,"score_spread":0.2929345203826418,"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."}}