{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003107587,0.000780761,0.0005873574,0.003444861,0.001228198,0.006301984,0.0008988831,0.002537716,0.00330665],"category_scores_gemma":[0.004831136,0.0002522613,0.0006703879,0.00133426,0.005358394,0.006155591,0.002405019,0.004707611,0.000374012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002420182,"about_ca_system_score_gemma":0.001259671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004368469,"about_ca_topic_score_gemma":0.006184883,"domain_scores_codex":[0.9990139,0.0006788985,0.00003538804,0.00007361446,0.0001275175,0.00007070339],"domain_scores_gemma":[0.9962243,0.00282077,0.0003854649,0.00008101353,0.000257939,0.0002304823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003434508,0.00003869189,0.004392842,0.001258779,0.0001187418,0.001138594,0.007530018,0.003639782,0.001312257,0.9096746,0.02658234,0.04427899],"study_design_scores_gemma":[0.000008897872,0.00005402535,0.006311215,0.002305814,0.00008532435,0.001478086,0.008795246,0.004972855,0.0003372588,0.6391743,0.3364146,0.00006227918],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02332751,0.6035038,0.07691702,0.1942735,0.007539463,0.00007033408,0.0004872827,0.0002137116,0.09366722],"genre_scores_gemma":[0.5003189,0.4189532,0.03252483,0.01912553,0.01838236,0.0001286301,0.0002353085,0.0001045217,0.01022674],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006301984,"threshold_uncertainty_score":0.01755977,"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."}}