{"id":"W2591310791","doi":"10.1111/trf.14043","title":"Pathogen inactivation treatment of plasma and platelet concentrates and their predicted functionality in massive transfusion protocols","year":2017,"lang":"en","type":"article","venue":"Transfusion","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of British Columbia","funders":"Health Canada; Svenska Forskningsrådet Formas; Canadian Blood Services; Australian Government","keywords":"Thromboelastometry; Buffy coat; Platelet; Whole blood; Hematocrit; Hemostasis; Blood product; Medicine; Shock (circulatory); Immunology; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003903124,0.0002769706,0.0001624947,0.0001892181,0.000101984,0.0004430146,0.0002979374,0.0002557237,0.0005281553],"category_scores_gemma":[0.0007914132,0.00009196828,0.0002288713,0.0001374912,0.000142706,0.0002069767,0.0001855774,0.0002339091,0.0001134036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004539499,"about_ca_system_score_gemma":0.0002746347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008799089,"about_ca_topic_score_gemma":0.0003971484,"domain_scores_codex":[0.9997464,0.00007325342,0.00001208567,0.00004602287,0.00009075133,0.00003156211],"domain_scores_gemma":[0.9996983,0.0001165739,0.0001075367,0.00001593343,0.000045344,0.00001648323],"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":[0.003009107,0.000747305,0.05539331,0.0004622113,0.0001411575,0.0003116086,0.0001490825,0.1119961,0.7799517,0.0006569276,0.0004868421,0.0466947],"study_design_scores_gemma":[0.00006367271,0.008011675,0.07181725,0.00006743778,0.0002743489,0.0004724015,0.0001729654,0.1810387,0.7346908,0.0006304327,0.002721056,0.00003925505],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942259,0.0007531751,0.004450737,0.0000398987,0.00000664461,0.00002273123,0.00008316214,0.00003722974,0.0003805326],"genre_scores_gemma":[0.9983363,0.0002452586,0.001188183,0.000009064792,0.000001390682,0.00001314464,0.00008339644,0.000003906072,0.0001193465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008799089,"threshold_uncertainty_score":0.003293633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03876949652789702,"score_gpt":0.3024702851913532,"score_spread":0.2637007886634562,"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."}}