{"id":"W4211147254","doi":"10.3389/fvets.2022.755426","title":"Ranavirus Amplification in Low-Diversity Amphibian Communities","year":2022,"lang":"en","type":"article","venue":"Frontiers in Veterinary Science","topic":"Viral Infections and Vectors","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Keyano College; Laurentian University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Trillium Foundation; Parks Canada","keywords":"Species richness; Biology; Ecology; Amphibian; Abiotic component; Biodiversity; Ranavirus; Host (biology); Abundance (ecology); Community; Context (archaeology); Population; Ecosystem","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006495058,0.00006852543,0.0001321644,0.0007856746,0.0006896973,0.00001746238,0.0002751904,0.00001802751,0.00009220776],"category_scores_gemma":[0.00002007108,0.00007538063,0.00002958493,0.001576487,0.0003791453,0.0002635859,0.000478824,0.0002574245,0.00000362375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005243676,"about_ca_system_score_gemma":0.0001136126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274559,"about_ca_topic_score_gemma":0.00006097651,"domain_scores_codex":[0.9991335,0.0000859471,0.0001381757,0.0001686617,0.0002589079,0.0002147991],"domain_scores_gemma":[0.9996036,0.00001123831,0.00003698829,0.0002704284,0.00002227897,0.00005547033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001963517,0.000249137,0.9879578,0.00002086602,0.000002977745,0.00007843858,0.003169171,0.0006865697,0.004062385,0.000101711,0.0006044055,0.002870228],"study_design_scores_gemma":[0.0007750568,0.001039874,0.9779001,0.00003808007,0.000004557247,0.00009728339,0.009965702,0.006441144,0.00006846992,0.0001126118,0.003422649,0.0001344331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972218,0.00007300283,0.000392124,0.0001342859,0.0007818085,0.0001936008,0.000007051432,0.00002719142,0.001169094],"genre_scores_gemma":[0.998515,0.00002225868,0.001067564,0.0001949401,0.00001119883,0.00001840347,0.00000863912,0.000004112223,0.0001579044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01005762,"threshold_uncertainty_score":0.5304664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04894801760652629,"score_gpt":0.2958902893392469,"score_spread":0.2469422717327207,"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."}}