{"id":"W4205215421","doi":"10.1111/trf.16803","title":"Rejuvenated and safe: Freeze‐dried plasma for the 21st century","year":2022,"lang":"en","type":"letter","venue":"Transfusion","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McMaster University; Canadian Blood Services","funders":"","keywords":"Dried blood; Medicine; Intensive care medicine; Chemistry; Chromatography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003696649,0.0003934874,0.0005271123,0.0002141171,0.0004822807,0.00004299293,0.00022144,0.0005925511,0.0007058339],"category_scores_gemma":[0.0001061185,0.0002993447,0.0002366386,0.0002997836,0.0001306429,0.00006619412,0.00004392289,0.001855205,0.00001343887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001760832,"about_ca_system_score_gemma":0.0001468538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001852566,"about_ca_topic_score_gemma":0.0001322466,"domain_scores_codex":[0.9975844,0.000130852,0.0004652172,0.0006566825,0.0007079302,0.0004548909],"domain_scores_gemma":[0.9983204,0.0007358144,0.0001408505,0.00059061,0.0001258401,0.00008647214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002602507,0.0001227372,0.0001699925,0.001497602,0.0002958569,0.0002649094,0.002431517,0.000008849474,0.006261701,0.0001339484,0.7939072,0.1923031],"study_design_scores_gemma":[0.00391451,0.000564872,0.00191351,0.0002023391,0.0006337276,0.0001032489,0.0006364415,0.0001880278,0.0009952732,0.00007810656,0.9904492,0.000320728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03375852,0.003376246,0.0003808096,0.9479226,0.002852523,0.005692809,0.0008853863,0.0003055501,0.004825565],"genre_scores_gemma":[0.06858048,0.04191547,0.002660371,0.8500028,0.008118832,0.002419447,0.01585812,0.0009131691,0.009531279],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.196542,"threshold_uncertainty_score":0.9999459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0245336072383428,"score_gpt":0.2626181667367137,"score_spread":0.2380845594983709,"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."}}