{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001423698,0.0003430555,0.000710172,0.0002773585,0.00007897198,0.00001222777,0.0005501704,0.0004737955,0.00001877785],"category_scores_gemma":[0.00007561409,0.0004346672,0.0002195806,0.0003682635,0.0001011551,0.0002172825,0.00009056174,0.0004446988,0.00003292135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006829468,"about_ca_system_score_gemma":0.00007344393,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02473908,"about_ca_topic_score_gemma":0.4790317,"domain_scores_codex":[0.998504,0.00007816328,0.0002725151,0.0003592569,0.0004216628,0.0003643987],"domain_scores_gemma":[0.9989057,0.0001216425,0.0004429825,0.0003941003,0.00005791378,0.00007766999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.001368524,0.0005137508,0.00960768,0.005067519,0.001085868,0.0001083402,0.003974755,0.0007759985,0.9648939,0.0003020072,0.01071724,0.001584347],"study_design_scores_gemma":[0.00631437,0.0007789431,0.3342064,0.007131784,0.001212149,0.00001579169,0.4170824,0.09729859,0.130039,0.0002268014,0.002043281,0.00365047],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973387,0.0006303584,0.0002686535,0.00004737227,0.0003666726,0.0003339013,0.0006077062,0.0001616152,0.0002450389],"genre_scores_gemma":[0.9950092,0.0001535409,0.00002290876,0.000001130681,0.00003811556,0.000001467471,0.003311623,0.00007124621,0.001390793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.834855,"threshold_uncertainty_score":0.9998105,"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."}}