{"id":"W2165497095","doi":"10.1139/w01-111","title":"Efficient and predictable recovery of viruses from water by small scale ultrafiltration systems","year":2001,"lang":"en","type":"article","venue":"Canadian Journal of Microbiology","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ultrafiltration (renal); Elution; Enterovirus; Poliovirus; Chromatography; Chemistry; Adsorption; Filtration (mathematics); Virus; Virology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001115425,0.0007163221,0.000878481,0.0004525086,0.0005345527,0.0009342302,0.0007939466,0.0006749317,0.0006605217],"category_scores_gemma":[0.002337052,0.0003351785,0.0004677719,0.0003762311,0.0006474507,0.0009356002,0.0007573806,0.0009152649,0.0007615141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007151189,"about_ca_system_score_gemma":0.000598375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00324895,"about_ca_topic_score_gemma":0.005245984,"domain_scores_codex":[0.9988312,0.0001847933,0.00009421598,0.0002463395,0.0004889008,0.0001545911],"domain_scores_gemma":[0.9992092,0.000285035,0.0001216777,0.0001249299,0.0002058627,0.00005321913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003482365,0.00003929116,0.0002847418,0.0000611721,0.000005218392,0.00001428236,0.00002934423,0.0002278345,0.9928439,0.00006335049,0.0001206139,0.006275376],"study_design_scores_gemma":[0.00001814658,0.0002889085,0.002114349,0.00001093929,0.00001580354,0.00009267595,0.00002852703,0.002400386,0.9927368,0.0001101661,0.002166813,0.00001639824],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6687482,0.002757071,0.321182,0.0004030043,0.0001145959,0.00148621,0.001047904,0.002250717,0.002010407],"genre_scores_gemma":[0.7197119,0.002504948,0.2711353,0.0002254063,0.00006127531,0.0008367466,0.001764931,0.0003140405,0.003445399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00324895,"threshold_uncertainty_score":0.006460071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01751776366905075,"score_gpt":0.231404665457843,"score_spread":0.2138869017887923,"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."}}