{"id":"W4327694490","doi":"10.3791/65058","title":"Concentration of Virus Particles from Environmental Water and Wastewater Samples Using Skimmed Milk Flocculation and Ultrafiltration","year":2023,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Ultrafiltration (renal); Flocculation; Wastewater; Pulp and paper industry; Environmental science; Skimmed milk; Suspended solids; Chromatography; Chemistry; Environmental engineering; Food science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001627789,0.00008719901,0.0002051166,0.00008003355,0.00005814491,0.00002341012,0.00001734179,0.00004745477,0.0000309029],"category_scores_gemma":[0.00003825727,0.00006423714,0.0000390157,0.00004870509,0.00005339751,0.0001969953,0.00001444101,0.00005895487,0.000001981479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003698491,"about_ca_system_score_gemma":0.00001214676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004610528,"about_ca_topic_score_gemma":6.890879e-7,"domain_scores_codex":[0.9990875,0.00006154775,0.0004135904,0.00009984522,0.0002251457,0.0001123928],"domain_scores_gemma":[0.9996446,0.00004692761,0.0001802236,0.00005175238,0.00002629069,0.00005016587],"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":[0.0003068222,0.00006949704,0.01115943,0.00001069777,0.00006628354,0.000008554689,0.002893936,0.000006807471,0.9845917,0.000002356579,0.000004732221,0.0008791947],"study_design_scores_gemma":[0.002868681,0.0001764774,0.01397345,0.00007649151,0.00006158659,0.00005796575,0.001047796,0.004973594,0.9765711,0.00005686646,0.0000743927,0.00006160656],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991861,0.0002736581,0.000262651,0.00002532928,0.0001127783,0.0001166377,0.000004834482,0.00001229624,0.000005722154],"genre_scores_gemma":[0.9979607,0.0000453968,0.001803254,0.0000722396,0.00008270512,0.000001534595,0.0000202309,0.00001119657,0.000002685173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008020593,"threshold_uncertainty_score":0.2619514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07387732408299678,"score_gpt":0.3961207218839086,"score_spread":0.3222433978009118,"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."}}