{"id":"W3152986528","doi":"10.21769/bioprotoc.3993","title":"Single Cell Analysis and Sorting of Aspergillus fumigatus by Flow Cytometry","year":2021,"lang":"en","type":"article","venue":"BIO-PROTOCOL","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Flow cytometry; Cell sorting; Sorting; Throughput; Aspergillus fumigatus; Cytometry; Single-cell analysis; Cell; Cell biology; Biology; Biological system; Chemistry; Molecular biology; Computational biology; Computer science; Microbiology; Biochemistry","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":[0.0004516926,0.0006113062,0.0006173751,0.0009816455,0.0006362221,0.0009279683,0.0005443451,0.0007311312,0.001397494],"category_scores_gemma":[0.0003993672,0.0002471007,0.0004983779,0.0006243134,0.0004158982,0.0004137543,0.0004778112,0.000979943,0.001361793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006799349,"about_ca_system_score_gemma":0.0007108191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002653453,"about_ca_topic_score_gemma":0.002282806,"domain_scores_codex":[0.9995576,0.00003752518,0.00005733289,0.0001264159,0.000174767,0.00004636238],"domain_scores_gemma":[0.9998323,0.00003261438,0.00002344413,0.00002777148,0.00006228587,0.00002146358],"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":[0.00006570711,0.00003480459,0.0005272945,0.0001071699,0.000007924826,0.0001077752,0.00005296185,0.0008918591,0.9822561,0.001403427,0.0008106178,0.0137344],"study_design_scores_gemma":[0.00002284492,0.00009503008,0.002332765,0.00003406026,0.00001604687,0.0003440405,0.00005866499,0.01317438,0.9616084,0.001700314,0.02057915,0.00003436831],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2860547,0.005898678,0.6827699,0.001314986,0.0007089736,0.001290034,0.007394635,0.005067782,0.009500316],"genre_scores_gemma":[0.3965628,0.007432808,0.579992,0.0008551512,0.000157286,0.001432148,0.007203805,0.0003323076,0.006031796],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002653453,"threshold_uncertainty_score":0.005276084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01179237057996581,"score_gpt":0.2539206909722469,"score_spread":0.2421283203922811,"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."}}