{"id":"W3195398961","doi":"10.1093/biosci/biab080","title":"Data Proliferation, Reconciliation, and Synthesis in Viral Ecology","year":2021,"lang":"en","type":"article","venue":"BioScience","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of Saskatchewan; University of Toronto","funders":"Medical Research Council; Institut de Valorisation des Données; National Science Foundation","keywords":"Human virome; Host (biology); Ecology; Macroecology; Biology; Evolutionary ecology; Evolutionary biology; Data science; Computer science; Metagenomics; Biodiversity; Genetics","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":[0.1786039,0.001245493,0.002497197,0.01351609,0.002672315,0.0178417,0.005515765,0.00320125,0.004454436],"category_scores_gemma":[0.5129569,0.001936237,0.003223503,0.01356607,0.01127726,0.02406318,0.0152437,0.007108225,0.001319153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003712646,"about_ca_system_score_gemma":0.008565774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002215613,"about_ca_topic_score_gemma":0.002681803,"domain_scores_codex":[0.8452194,0.1164322,0.01261035,0.0131374,0.0116187,0.000981906],"domain_scores_gemma":[0.3120129,0.5137714,0.02171648,0.128885,0.02080966,0.002804536],"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":[0.001130329,0.0003496707,0.04577293,0.005987814,0.001611753,0.0005634733,0.01061017,0.03764745,0.004196262,0.5035823,0.02483791,0.3637099],"study_design_scores_gemma":[0.000137709,0.0002059643,0.004687258,0.002429888,0.0003242713,0.0003533176,0.002233013,0.06873327,0.005609883,0.7986833,0.1163659,0.0002361332],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05357393,0.01202286,0.8744326,0.03453925,0.002129546,0.0006922236,0.0126956,0.003178825,0.006735344],"genre_scores_gemma":[0.2278931,0.003090168,0.7508985,0.002589619,0.0009725,0.001154909,0.01172056,0.0008799754,0.0008006943],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1786039,"threshold_uncertainty_score":0.944559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06094718376356837,"score_gpt":0.335883815097838,"score_spread":0.2749366313342696,"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."}}