{"id":"W4213420369","doi":"10.1002/cpz1.368","title":"Flow Virometry for Characterizing the Size, Concentration, and Surface Antigens of Viruses","year":2022,"lang":"en","type":"review","venue":"Current Protocols","topic":"Plant Virus Research Studies","field":"Agricultural and Biological Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; University of Ottawa","keywords":"Flow cytometry; Staining; Virus; Virology; Antigen; Biology; Chemistry; Molecular biology; Immunology; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001959833,0.001691915,0.001619693,0.007224042,0.0004935871,0.001711935,0.001849528,0.001642168,0.004566562],"category_scores_gemma":[0.001132064,0.0006595235,0.001061458,0.003966303,0.00121162,0.002503518,0.001212405,0.002934927,0.006378948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001708225,"about_ca_system_score_gemma":0.001516169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001417693,"about_ca_topic_score_gemma":0.00124316,"domain_scores_codex":[0.9989591,0.0001490349,0.00007425713,0.0002586453,0.0004756728,0.0000833663],"domain_scores_gemma":[0.9993901,0.0002282938,0.00006177424,0.00004728642,0.0002408016,0.00003169148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008350474,0.0001469573,0.0004158258,0.01082001,0.00008307446,0.0001881579,0.0001187955,0.0008368752,0.06402359,0.02602998,0.03290106,0.8643522],"study_design_scores_gemma":[0.000008546466,0.0000867538,0.0008411094,0.0009413248,0.00005947304,0.0008554907,0.00003964729,0.000493584,0.03409322,0.003724391,0.9588076,0.00004873098],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.00161082,0.9352885,0.04072169,0.0008349763,0.001511418,0.0002490169,0.000590477,0.0005432005,0.01864999],"genre_scores_gemma":[0.006632133,0.9565564,0.0218238,0.000863737,0.0005465755,0.0003332363,0.001323332,0.0001255101,0.0117954],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.007224042,"threshold_uncertainty_score":0.01527661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.289879495593946,"score_gpt":0.4299641043542969,"score_spread":0.1400846087603509,"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."}}