{"id":"W2030253892","doi":"10.1080/14653240310000083","title":"Validation of the single-platform ISHAGE method for CD34+ hematopoietic stem and progenitor cell enumeration in an international multicenter study","year":2003,"lang":"en","type":"article","venue":"Cytotherapy","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":129,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; London Health Sciences Centre","funders":"","keywords":"Enumeration; CD34; External quality assessment; Progenitor cell; Quality assurance; Haematopoiesis; Medicine; Stem cell; Nuclear medicine; Pathology; Biology; Mathematics","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":[0.0347253,0.001622131,0.001268546,0.001422211,0.00124444,0.001765121,0.001825702,0.001502281,0.002330266],"category_scores_gemma":[0.01705538,0.0008360314,0.0008763181,0.0012871,0.002161848,0.0007909023,0.00118589,0.001501558,0.0015439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006943617,"about_ca_system_score_gemma":0.001187266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002676606,"about_ca_topic_score_gemma":0.003270097,"domain_scores_codex":[0.9811832,0.01049091,0.00145534,0.003314341,0.002986338,0.0005698526],"domain_scores_gemma":[0.9872798,0.004389025,0.0008759839,0.003503685,0.003478767,0.0004727648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0225845,0.004733379,0.3834732,0.0007284211,0.001685042,0.0004146065,0.006565268,0.002352934,0.4510465,0.00250211,0.002793219,0.1211208],"study_design_scores_gemma":[0.002954044,0.02464909,0.5324836,0.0003244005,0.00345665,0.003226674,0.002170585,0.01324673,0.3836554,0.001635692,0.03199038,0.0002068661],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9176998,0.002159006,0.07083342,0.0004355291,0.0003616715,0.001638281,0.0009220046,0.0002555828,0.00569475],"genre_scores_gemma":[0.9526295,0.0005235116,0.04073904,0.0004044794,0.0001164842,0.001461676,0.002389309,0.0002024625,0.00153347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0347253,"threshold_uncertainty_score":0.1836471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04080261747142427,"score_gpt":0.3259004720466914,"score_spread":0.2850978545752671,"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."}}