{"id":"W2516360690","doi":"10.1111/ijlh.12546","title":"Implementing a routine flow cytometry assay for nucleated red blood cell counts in cord blood units","year":2016,"lang":"en","type":"article","venue":"International Journal of Laboratory Hematology","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Héma-Québec","funders":"Baxter Healthcare Corporation","keywords":"Cord blood; Flow cytometry; Enumeration; Nucleated Red Blood Cell; Cytometry; Repeatability; Cell counting; Reproducibility; Andrology; Molecular biology; Medicine; Chemistry; Immunology; Chromatography; Biology; Mathematics; Internal medicine; Genetics; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007221666,0.00011138,0.0003221633,0.0004151814,0.00001982354,0.00001075772,0.0001641491,0.0001078593,0.0004279804],"category_scores_gemma":[0.0004142255,0.00008477026,0.0000581207,0.0002601949,0.00003273099,0.00009686344,0.00001851709,0.0001265604,0.00002345816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006100066,"about_ca_system_score_gemma":0.0002921798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001481627,"about_ca_topic_score_gemma":0.000005197112,"domain_scores_codex":[0.998571,0.00007744097,0.0006797865,0.0001316412,0.0003202961,0.000219782],"domain_scores_gemma":[0.9977748,0.0003685431,0.0003834525,0.00009440038,0.001295877,0.00008292623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002447267,0.001267828,0.5127962,0.0004857568,0.001453583,0.00428867,0.0005787266,0.000003854321,0.4626265,0.004657857,0.00603246,0.003361306],"study_design_scores_gemma":[0.05234735,0.001658111,0.0185323,0.003121027,0.001112912,0.01099895,0.0005854308,0.0003047918,0.8653956,0.0007560159,0.04457736,0.0006101194],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903437,0.0002626286,0.00515779,0.001585221,0.0008340634,0.0002266337,0.0001613159,0.00002265253,0.001405975],"genre_scores_gemma":[0.9953943,0.0000808802,0.003951889,0.000229901,0.0001588535,0.00000602519,0.00001835634,0.00002354817,0.0001362631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4942639,"threshold_uncertainty_score":0.4686085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01808204124271232,"score_gpt":0.3013727685519687,"score_spread":0.2832907273092563,"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."}}