{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006737615,0.0007563352,0.000436139,0.0005024976,0.0003028738,0.00051472,0.0003436956,0.0005846304,0.0002790302],"category_scores_gemma":[0.0008121855,0.000198672,0.0006600095,0.0003105442,0.000301767,0.0004480437,0.0003425293,0.0004952262,0.0001769748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000328888,"about_ca_system_score_gemma":0.0003218385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002727913,"about_ca_topic_score_gemma":0.002507584,"domain_scores_codex":[0.9993502,0.0001073257,0.00006318777,0.000176339,0.0002196333,0.00008329998],"domain_scores_gemma":[0.9997409,0.00007452064,0.00007041007,0.00002236688,0.00007605089,0.00001573193],"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":[0.00004027711,0.00003913928,0.0009188144,0.00006858978,0.00001271354,0.00001307846,0.00003936684,0.0001165017,0.9940252,0.00002356297,0.00001299588,0.004689785],"study_design_scores_gemma":[0.000003175506,0.0003069924,0.004298794,0.000008200613,0.00002749211,0.00005178757,0.00002940485,0.001471329,0.9933733,0.00001813465,0.0004022727,0.000009182588],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818333,0.001064138,0.01621103,0.00006062215,0.0000335327,0.0001320804,0.0001375983,0.00008312128,0.0004446661],"genre_scores_gemma":[0.9333056,0.001792292,0.06220348,0.0001195545,0.00003205656,0.0002112588,0.0006154531,0.00006217729,0.001658348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002727913,"threshold_uncertainty_score":0.005424082,"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."}}