{"id":"W4386554239","doi":"10.1101/2023.09.06.556454","title":"Periodic shifts in viral load increase risk of spillover from bats","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Viral Infections and Vectors","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Institute of Allergy and Infectious Diseases; Queensland Government; Defense Advanced Research Projects Agency; Griffith University; NHLBI Division of Intramural Research; U.S. Department of State; US-UK Fulbright Commission; Fulbright Australia; Australian Government; National Science Foundation","keywords":"Viral load; Viral shedding; Spillover effect; Transmission (telecommunications); Biology; Virology; Hendra Virus; Virus; Ebola virus","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004494753,0.0001300895,0.000334356,0.0006194229,0.0003691338,0.0007189976,0.0001751539,0.000355849,0.001541179],"category_scores_gemma":[0.001242107,0.0002386338,0.000261608,0.0003427285,0.0003106363,0.0003943761,0.0005528434,0.0003339174,0.0002142928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002901158,"about_ca_system_score_gemma":0.0001712409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002474101,"about_ca_topic_score_gemma":0.003374952,"domain_scores_codex":[0.9997713,0.00004971507,0.00001859806,0.00006773091,0.00004480653,0.00004785462],"domain_scores_gemma":[0.9988946,0.0002951469,0.0004930855,0.0001002244,0.000121628,0.00009529854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002068621,0.00006313984,0.950315,0.00005258733,0.0001234138,0.0002761619,0.0003222131,0.001105851,0.03964827,0.000102449,0.0001328695,0.007651229],"study_design_scores_gemma":[0.000001115615,0.00007138668,0.997755,0.000005728211,0.00001185113,0.0001760587,0.0001384363,0.0009125734,0.0007503302,0.00007974132,0.00009388659,0.000003981553],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990859,0.0001355487,0.0003209789,0.0000176662,0.000001559653,0.00000546377,0.00007334745,0.000007925545,0.0003515847],"genre_scores_gemma":[0.9996396,0.00003646974,0.0001607577,0.00000809401,0.000003786069,0.000003241823,0.00006543203,0.00000133919,0.00008130221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002474101,"threshold_uncertainty_score":0.005155742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01743461575103169,"score_gpt":0.2434665123556744,"score_spread":0.2260318966046427,"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."}}