{"id":"W4417010242","doi":"10.1182/blood-2025-545","title":"Next generation platelet storage bags for better and safer transfusions","year":2025,"lang":"en","type":"article","venue":"Blood","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Platelet; Platelet transfusion; Sepsis; Shelf life; SAFER; Off the shelf; Blood transfusion","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009266436,0.00007689001,0.000109693,0.00004455828,0.0001877132,0.00007435532,0.00005264877,0.000036389,0.000148542],"category_scores_gemma":[0.00002795966,0.00006848775,0.00002788828,0.00005100499,0.00003247195,0.0001695265,0.00002704353,0.00003759062,0.0000236516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008021954,"about_ca_system_score_gemma":0.0000167352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003474839,"about_ca_topic_score_gemma":0.00007404816,"domain_scores_codex":[0.999468,0.00002295119,0.0001320305,0.0001866347,0.00006272298,0.0001276957],"domain_scores_gemma":[0.9997258,0.00008744302,0.00002308186,0.0001070977,0.00003351756,0.00002305453],"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":[0.00001165416,0.0000518775,0.0002150967,0.00001134275,0.00002088233,0.000001122963,0.0002480161,0.000002713632,0.9943185,0.0001424484,0.003105418,0.001870871],"study_design_scores_gemma":[0.0008627916,0.00002985114,0.001302318,0.00001598142,0.00005424909,0.000003989476,0.00007893846,0.0001828203,0.9781234,0.00009815057,0.0191559,0.00009164955],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919512,0.0008343064,0.003956502,0.001740667,0.0006101376,0.0001768752,0.00004324759,0.00004553884,0.0006415091],"genre_scores_gemma":[0.9959781,0.00004262501,0.001965275,0.0007263643,0.00009558642,0.00006848237,0.000004082078,0.000006585672,0.001112933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0161952,"threshold_uncertainty_score":0.2792849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03256149669763752,"score_gpt":0.277591479030227,"score_spread":0.2450299823325895,"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."}}