{"id":"W2126155353","doi":"10.1111/j.1365-2257.2006.00852.x","title":"Filter selection for five color flow cytometric analysis with a single laser","year":2007,"lang":"en","type":"article","venue":"International Journal of Laboratory Hematology","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of Ottawa","funders":"","keywords":"Filter (signal processing); Flow cytometry; Mathematics; Physics; Chemistry; Molecular biology; Computer science; Biology; Computer vision","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":[0.0003387662,0.0001120029,0.000236097,0.000501509,0.00003632986,0.00002469989,0.0002091765,0.0001352441,0.00002867825],"category_scores_gemma":[0.0001574476,0.00009332097,0.0001475541,0.0004815175,0.00005386445,0.00001268444,0.00001510448,0.00009424748,0.000001597137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005025958,"about_ca_system_score_gemma":0.0001252374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004673492,"about_ca_topic_score_gemma":0.0002208139,"domain_scores_codex":[0.9990746,0.00003449366,0.0003674766,0.000159828,0.0001992134,0.0001644071],"domain_scores_gemma":[0.9979446,0.00007529744,0.0003023316,0.00007716603,0.001525932,0.00007469968],"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":[0.007167696,0.001019557,0.1933569,0.00003519237,0.006629206,0.0001707288,0.0002253012,0.004824984,0.7799985,0.0003166681,0.004202756,0.002052403],"study_design_scores_gemma":[0.002957163,0.001973873,0.004783454,0.00002317651,0.0004550293,0.0004783753,0.000128352,0.001060101,0.9606118,0.00005535323,0.0272105,0.0002628407],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8493028,0.0001904733,0.1497471,0.000157169,0.0004196511,0.00006940946,0.00004411947,0.000004618715,0.00006466984],"genre_scores_gemma":[0.9873063,0.00001650729,0.01172482,0.000426996,0.0003691312,0.000003732202,0.00004430192,0.00001483944,0.00009336365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1885735,"threshold_uncertainty_score":0.3805519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009553122668558149,"score_gpt":0.260790592081466,"score_spread":0.2512374694129079,"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."}}