{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003444716,0.000239095,0.0002097949,0.0002521427,0.0001656724,0.0005103849,0.0002557539,0.0002398901,0.0009011728],"category_scores_gemma":[0.00031376,0.00008166513,0.0001422185,0.0001931524,0.0001414939,0.0002217956,0.0001850418,0.0002286248,0.0003791768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001878488,"about_ca_system_score_gemma":0.0002385797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005132679,"about_ca_topic_score_gemma":0.0003877972,"domain_scores_codex":[0.9996951,0.0000486618,0.00002398577,0.00007851261,0.0001112116,0.00004269886],"domain_scores_gemma":[0.9997534,0.00006247209,0.00004413405,0.00002833185,0.00007368512,0.00003802801],"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":[0.0001308704,0.00001691754,0.003354802,0.00004379492,0.000006747473,0.00006359186,0.00008129832,0.00004206735,0.9929941,0.00006578893,0.00003280904,0.003167025],"study_design_scores_gemma":[0.00001799415,0.0005129997,0.05022849,0.00003316453,0.00005923136,0.0006589342,0.0001526719,0.001432167,0.9409939,0.00005941161,0.005842128,0.000008858303],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753499,0.002901788,0.01939497,0.00006435353,0.00003236787,0.000106962,0.0006375345,0.00007767798,0.00143445],"genre_scores_gemma":[0.9728587,0.001119865,0.02179745,0.00009679914,0.00003930145,0.000176959,0.001985734,0.00004630105,0.001878866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009011728,"threshold_uncertainty_score":0.003014684,"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."}}