{"id":"W2013676722","doi":"10.1002/cyto.10082","title":"Precise CD4 T‐cell counting using red diode laser excitation: For richer, for poorer","year":2002,"lang":"en","type":"article","venue":"Cytometry","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"","keywords":"Flow cytometry; Diode; Laser; Laser diode; Computer science; Materials science; Optics; Physics; Optoelectronics; Medicine; Immunology","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":[0.00115015,0.000827277,0.0006050983,0.0009803309,0.0006110747,0.001201418,0.0009655282,0.001110197,0.01432439],"category_scores_gemma":[0.0008611423,0.0004267492,0.0004852557,0.0008375044,0.0006937006,0.001273006,0.0008532222,0.001788539,0.00541653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008337855,"about_ca_system_score_gemma":0.0006916489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004834136,"about_ca_topic_score_gemma":0.0007302893,"domain_scores_codex":[0.9986291,0.0001841773,0.00007405131,0.0004894888,0.0004772,0.0001459123],"domain_scores_gemma":[0.9991917,0.0002411571,0.0001142367,0.000155899,0.0002458621,0.00005116948],"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":[0.0001353194,0.00003760269,0.0008701617,0.0002384252,0.00001353599,0.00005702326,0.0000550117,0.0003277295,0.9735276,0.001743876,0.001671702,0.02132194],"study_design_scores_gemma":[0.00002269942,0.0001304908,0.001899136,0.00004434661,0.00002936605,0.0003489655,0.00004713577,0.004748828,0.9695748,0.001207741,0.0219035,0.00004310417],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2996773,0.009915489,0.6469113,0.002651644,0.0009970847,0.0004783269,0.002077759,0.006159042,0.03113194],"genre_scores_gemma":[0.4869039,0.005538309,0.4719789,0.001218059,0.0002739935,0.001096951,0.001574036,0.001142492,0.03027327],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01432439,"threshold_uncertainty_score":0.04791987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04931150802803761,"score_gpt":0.2697521505688779,"score_spread":0.2204406425408403,"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."}}