{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01375307,0.0003614431,0.0008429527,0.001102326,0.0006535763,0.002148713,0.001230775,0.001016843,0.003037044],"category_scores_gemma":[0.02706703,0.0002799474,0.0008305617,0.002528778,0.000677468,0.0009229783,0.0009519513,0.0006911202,0.00065325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001201405,"about_ca_system_score_gemma":0.001402539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005369657,"about_ca_topic_score_gemma":0.00410182,"domain_scores_codex":[0.9856955,0.006805382,0.002069005,0.00193383,0.002842555,0.0006536653],"domain_scores_gemma":[0.9431666,0.01492828,0.02740935,0.004271721,0.005602259,0.004621831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002639352,0.0002101152,0.9893184,0.000171343,0.0005641754,0.00005732116,0.0003694155,0.00006696706,0.0002521138,0.0001014781,0.001129012,0.005120308],"study_design_scores_gemma":[0.0003219279,0.001403175,0.9915773,0.0002217399,0.0006700582,0.0004789645,0.0008800176,0.0002407884,0.0004561759,0.0001325513,0.003588623,0.00002867794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907471,0.003739347,0.00047334,0.0004124378,0.00003515034,0.0001046799,0.001729682,0.000008560723,0.002749575],"genre_scores_gemma":[0.9977273,0.0003831155,0.0002451605,0.0002059621,0.00003071913,0.00007359374,0.001073458,0.00001654558,0.0002440333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01375307,"threshold_uncertainty_score":0.07273406,"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."}}