{"id":"W4392592983","doi":"10.1101/2024.03.06.583751","title":"Seasonal Patterns of Viromes in Urban Aquatic Environments of Manitoba","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Geography; Ecology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001643319,0.0003215138,0.0002012512,0.001617645,0.000951033,0.0007759694,0.000369294,0.0002251689,0.0008501338],"category_scores_gemma":[0.0003900266,0.0002120563,0.0001730151,0.002435004,0.0004377138,0.0001850566,0.0006183367,0.0002197282,0.0001836164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00293918,"about_ca_system_score_gemma":0.002043734,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5439627,"about_ca_topic_score_gemma":0.8364792,"domain_scores_codex":[0.9998333,0.00001508849,0.000007578608,0.00005665551,0.00003665972,0.00005055719],"domain_scores_gemma":[0.9996576,0.00002397577,0.00007577706,0.00001144264,0.0001739977,0.00005719718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001314924,0.00002727434,0.951138,0.0001029793,0.00005290498,0.0003269,0.004702182,0.0001393331,0.03367655,0.00009078364,0.0004369179,0.009174754],"study_design_scores_gemma":[7.680835e-7,0.00001360713,0.9961691,0.00001058242,0.000006991236,0.00004832024,0.002248727,0.00007681055,0.000590498,0.00001118587,0.0008189176,0.000004465992],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997058,0.0002367471,0.0001301158,0.00005911542,0.000003389959,0.00002112551,0.001735637,0.00001024042,0.0007456076],"genre_scores_gemma":[0.9943547,0.0004802447,0.0006182979,0.00008486125,0.000004957483,0.00005123695,0.002451225,0.000008702124,0.001945803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4560373,"threshold_uncertainty_score":0.9174461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009124720413140504,"score_gpt":0.2046532454889591,"score_spread":0.1955285250758186,"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."}}