{"id":"W4410405817","doi":"10.1111/trf.18263","title":"Differences in the product characteristics and clinical use of granulocytes for transfusion: The <scp>BEST</scp> Collaborative study","year":2025,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Héma-Québec","funders":"University of Washington","keywords":"Apheresis; Buffy coat; Granulocyte; Leukapheresis; Medicine; Whole blood; Blood product; Immunology; Biology; Platelet; Surgery; CD34","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":[0.001104748,0.000202269,0.0005303535,0.0001295897,0.0002013019,0.0000433426,0.000176245,0.00007973443,0.000008647134],"category_scores_gemma":[0.0002591309,0.0001047653,0.0001204905,0.0006187545,0.0002316207,0.00006947002,0.00002056225,0.0002964719,7.174173e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009310552,"about_ca_system_score_gemma":0.00008962068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001952056,"about_ca_topic_score_gemma":0.0009437273,"domain_scores_codex":[0.9980972,0.0003489042,0.0006425133,0.0004040042,0.000306463,0.000200856],"domain_scores_gemma":[0.9978886,0.001420104,0.00006960224,0.0004019572,0.0001732848,0.00004646659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001098393,0.006832812,0.888263,0.0006201251,0.0003848457,0.00002340203,0.02292715,6.906558e-7,0.002345924,0.001648256,0.001119594,0.07473576],"study_design_scores_gemma":[0.005431272,0.002016017,0.968376,0.0002608249,0.000921232,0.000003432411,0.0125429,0.000124234,0.0006834533,0.0000833122,0.009504382,0.00005288548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871972,0.0003513815,0.0009230456,0.004629628,0.0002892638,0.00625202,0.00003396296,0.00002309953,0.0003004321],"genre_scores_gemma":[0.9915624,0.006836182,0.0001722338,0.0006323573,0.00006169914,0.0002306136,0.00001164297,0.00001175551,0.00048112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08011301,"threshold_uncertainty_score":0.4272203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05346760634272543,"score_gpt":0.3322980476556026,"score_spread":0.2788304413128772,"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."}}