{"id":"W2081921534","doi":"10.1139/w05-011","title":"Comparison of 2 ultrafiltration systems for the concentration of seeded viruses from environmental waters","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Microbiology","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Water Resources Research Institute, North Carolina State University","keywords":"Clogging; Ultrafiltration (renal); Turbidity; Fiber; Filtration (mathematics); Chromatography; Chemistry; Environmental science; Biology; Ecology; Mathematics","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":[0.002109603,0.0008964083,0.0007136542,0.0008803693,0.0006080255,0.0009849229,0.0009124521,0.0008863508,0.0003930882],"category_scores_gemma":[0.00297027,0.000499662,0.000644603,0.0004603838,0.0005827484,0.00101781,0.0006889632,0.0005227046,0.0002116223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001083156,"about_ca_system_score_gemma":0.0008005896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007671427,"about_ca_topic_score_gemma":0.01184318,"domain_scores_codex":[0.9980642,0.0005265182,0.000164589,0.0003368999,0.0007522278,0.0001556554],"domain_scores_gemma":[0.998529,0.0007053879,0.0002012121,0.0001198164,0.0003356012,0.000109128],"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":[0.0005778563,0.0002178767,0.006285139,0.0003327178,0.00006285343,0.00005385627,0.0001798993,0.0005423115,0.9731711,0.00006530352,0.00009211126,0.01841902],"study_design_scores_gemma":[0.0001624919,0.005781375,0.08734569,0.0000932922,0.0002810493,0.0007270494,0.0002231676,0.006156287,0.8955139,0.0001040059,0.003491332,0.0001203859],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708902,0.002121922,0.02505156,0.0001732929,0.00005798467,0.000377301,0.0003632578,0.0002800103,0.0006844403],"genre_scores_gemma":[0.9245058,0.002901824,0.06910621,0.0002444945,0.00004929389,0.0004539012,0.001640849,0.0000782909,0.001019354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007671427,"threshold_uncertainty_score":0.01525354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04162331794286411,"score_gpt":0.3099432972825157,"score_spread":0.2683199793396516,"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."}}