{"id":"W2093852980","doi":"10.1111/j.1537-2995.2007.01233.x","title":"Characterization of mononuclear cells remaining in the leukoreduction system chambers of apheresis instruments after routine platelet collection: a new source of viable human blood cells","year":2007,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Héma-Québec","funders":"","keywords":"Leukoreduction; Apheresis; Peripheral blood mononuclear cell; Leukapheresis; Immunology; CD19; Andrology; Flow cytometry; Platelet; Chemistry; Whole blood; CD14; Molecular biology; CD34; Biology; Medicine; In vitro; Stem cell; Biochemistry; Cell biology","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":[0.0006310703,0.0001564588,0.0003920262,0.0002531916,0.00007382056,0.000007089025,0.00008692876,0.0001237321,0.0001437594],"category_scores_gemma":[0.000002483092,0.0001283782,0.0001157508,0.0006801625,0.00006112808,0.00008110362,0.00001339402,0.0001480477,0.000001804944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004225538,"about_ca_system_score_gemma":0.00004164259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001701071,"about_ca_topic_score_gemma":0.0002306468,"domain_scores_codex":[0.9983734,0.00007327249,0.000719788,0.0002269564,0.0004088215,0.0001977601],"domain_scores_gemma":[0.999374,0.00001962103,0.0002160533,0.0002606521,0.00006700905,0.00006262735],"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":[0.001271574,0.0005424662,0.001831746,0.0008588273,0.00008351226,0.000009743237,0.008879931,0.00005835087,0.9836806,0.00005881669,0.00002446052,0.002699992],"study_design_scores_gemma":[0.005190764,0.000715791,0.02369977,0.0008797045,0.0003099952,0.00002065365,0.003618622,0.0001888604,0.9648353,0.000003664124,0.0004201863,0.0001166356],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949479,0.00001833013,0.002410435,0.0001538179,0.0001580628,0.001070312,0.000004095609,0.00002993932,0.001207185],"genre_scores_gemma":[0.9987488,0.0001297745,0.000516037,0.00006752199,0.00004674912,0.000009557506,0.00001673803,0.00002513524,0.0004397257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02186802,"threshold_uncertainty_score":0.523511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009195884327504195,"score_gpt":0.2157770590244209,"score_spread":0.2065811746969167,"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."}}