{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001751352,0.0002114498,0.0003918496,0.0001096521,0.0002003173,0.00003010192,0.00004759691,0.0001643151,0.00003053401],"category_scores_gemma":[0.00005577322,0.0001602121,0.00005168577,0.00008682011,0.0001776013,0.0002518465,0.000009261574,0.0001066408,5.34047e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001161335,"about_ca_system_score_gemma":0.00008811089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003549705,"about_ca_topic_score_gemma":0.0004229298,"domain_scores_codex":[0.9987937,0.00008158446,0.0003671937,0.0003670947,0.0002091113,0.0001813141],"domain_scores_gemma":[0.9992488,0.0001083184,0.0001536084,0.0002743999,0.0001119475,0.0001029166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004484554,0.0005817781,0.1828384,0.0003165283,0.00004624389,0.00001921879,0.005354848,0.000009767595,0.5203429,0.00009841879,0.000003087365,0.2859043],"study_design_scores_gemma":[0.009648274,0.001525983,0.7515411,0.0003938921,0.00003921565,0.00002084823,0.0006249874,0.001100915,0.2344016,0.0002497169,0.0003310881,0.000122376],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883819,0.00008442665,0.0002966928,0.0007301293,0.00005546373,0.009901503,0.0001487608,0.00003700408,0.0003641717],"genre_scores_gemma":[0.9974082,0.001067562,0.0001887594,0.00001189775,0.00004177393,0.001114467,0.0001250211,0.00001816419,0.00002412877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5687028,"threshold_uncertainty_score":0.6533261,"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."}}