{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005160701,0.0003849576,0.00022644,0.0003723362,0.000253753,0.00102945,0.0003685816,0.0007802396,0.003206789],"category_scores_gemma":[0.0004185668,0.0001784067,0.0003528901,0.0002193791,0.0001270507,0.00107043,0.000528035,0.0007829089,0.00141473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003834197,"about_ca_system_score_gemma":0.0003040844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002320662,"about_ca_topic_score_gemma":0.0002055334,"domain_scores_codex":[0.9996727,0.00004478835,0.00002844215,0.00005027455,0.0001647306,0.00003915371],"domain_scores_gemma":[0.9996407,0.00004251127,0.0001066192,0.00002728948,0.0001411005,0.00004177463],"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":[0.0001769373,0.0001111658,0.001221742,0.0006470995,0.0000407167,0.0002003863,0.00009841868,0.0009046738,0.9223688,0.003648258,0.005896315,0.06468559],"study_design_scores_gemma":[0.00002853474,0.0006574724,0.002329546,0.0001895931,0.00008489857,0.0008918162,0.00009116003,0.006688348,0.8684694,0.0008215145,0.1196978,0.00004990263],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6924113,0.0821623,0.1857875,0.00432661,0.003087631,0.000432672,0.002039324,0.003072925,0.02667975],"genre_scores_gemma":[0.8560548,0.01686117,0.1067335,0.001891785,0.0005025975,0.0002261298,0.001452972,0.0003262605,0.01595072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003206789,"threshold_uncertainty_score":0,"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."}}