{"id":"W7034699779","doi":"","title":"Virome distribution of aquatic ecosystems impacted by anthropogenic activities in urban Manitoba","year":2023,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Thermodynamic properties of mixtures","field":"Chemical Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Metagenomics; Human virome; Environmental DNA; Bacteriophage; Aquatic ecosystem; Virus classification; Podoviridae; Wastewater; Effluent","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001791395,0.0003144197,0.0001957133,0.001852116,0.001534512,0.00099522,0.0003755406,0.0002285117,0.001002289],"category_scores_gemma":[0.0004096553,0.0002739587,0.0002209598,0.003128794,0.000598951,0.000176022,0.0008502719,0.0002427304,0.0001844018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004124807,"about_ca_system_score_gemma":0.003970372,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7617807,"about_ca_topic_score_gemma":0.9272387,"domain_scores_codex":[0.9998353,0.00001609375,0.000009773069,0.00004409458,0.00004297449,0.00005176836],"domain_scores_gemma":[0.999698,0.00002505552,0.00006388334,0.00001228583,0.0001406243,0.00006015782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009225312,0.00002775484,0.9654539,0.00009976311,0.00006003209,0.0004070422,0.004761175,0.0001779785,0.01854545,0.0001467636,0.0004451391,0.009782667],"study_design_scores_gemma":[0.000001219295,0.00001809623,0.993984,0.00001938445,0.00001206415,0.00008190444,0.004517292,0.0001356765,0.0003839555,0.00001908456,0.0008217516,0.000005656766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977044,0.00015358,0.00009147471,0.00004748915,0.000001956611,0.00002077098,0.001149832,0.000009086812,0.0008214067],"genre_scores_gemma":[0.9945747,0.0006343803,0.0006472468,0.00009115638,0.000003074595,0.00004740668,0.001789089,0.000008647999,0.00220437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2382193,"threshold_uncertainty_score":0.4792445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007816569817841897,"score_gpt":0.1927823984994174,"score_spread":0.1849658286815755,"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."}}