{"id":"W4411938657","doi":"10.1111/vox.70067","title":"Production of viable and functional neutrophils in granulocyte concentrates with the Reveos automated system","year":2025,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood transfusion and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Héma-Québec","funders":"","keywords":"Granulocyte; Whole blood; Respiratory burst; Andrology; Sterility; Medicine; Immunology; Biology; Pharmacology","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":[0.0001618869,0.00007307108,0.0001609045,0.00008675892,0.00004574781,0.00000822499,0.0000279918,0.0000286503,0.00001588996],"category_scores_gemma":[0.00001088568,0.00004362129,0.00001866866,0.0003395875,0.00007458589,0.00002649135,0.00001256774,0.0000699246,0.000001952145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002313513,"about_ca_system_score_gemma":0.00004440625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001190059,"about_ca_topic_score_gemma":0.00004556223,"domain_scores_codex":[0.9994359,0.00003185764,0.0001494901,0.0001569962,0.0001269157,0.00009883977],"domain_scores_gemma":[0.9997021,0.0000197852,0.00003664169,0.0001538992,0.00006525285,0.00002233149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.01129664,0.00277262,0.2287789,0.018563,0.002734368,0.0003577965,0.007118197,0.001614138,0.2821916,0.1343481,0.2843256,0.02589906],"study_design_scores_gemma":[0.01121253,0.0008135356,0.8560538,0.002992717,0.0009437959,0.0001282702,0.007109915,0.004146859,0.05712992,0.00007537775,0.05908672,0.0003065668],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824155,0.0008705256,0.0001306152,0.009239923,0.000290363,0.001017348,0.000003007917,0.0001730659,0.00585963],"genre_scores_gemma":[0.9982361,0.00005785434,0.0001038746,0.0003216754,0.00003028128,0.00004052329,0.000006135493,0.000005375953,0.001198136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6272749,"threshold_uncertainty_score":0.1778825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006462078201814579,"score_gpt":0.2215436425966666,"score_spread":0.215081564394852,"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."}}