{"id":"W3161538459","doi":"10.1111/trf.16417","title":"Non‐invasive monitoring of red blood cells during cold storage using handheld Raman spectroscopy","year":2021,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Canada's Michael Smith Genome Sciences Centre; Michael Smith Health Research BC; University of British Columbia","funders":"Canadian Blood Services; Natural Sciences and Engineering Research Council of Canada; Burroughs Wellcome Fund","keywords":"Hemolysis; Sterility; Raman spectroscopy; Medicine; Red blood cell; Whole blood; Blood transfusion; Cold storage; Biomedical engineering; Surgery; Internal medicine; Biology","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":[0.0004855155,0.0002609608,0.0002028247,0.0002318179,0.0001480557,0.0003399884,0.0003542264,0.0002754366,0.000559441],"category_scores_gemma":[0.000668588,0.0001139848,0.0001973647,0.0002180235,0.0003192167,0.0002654977,0.0002329894,0.0002687848,0.0001349351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001724025,"about_ca_system_score_gemma":0.0002083081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006403704,"about_ca_topic_score_gemma":0.001073805,"domain_scores_codex":[0.9996315,0.0000778524,0.00001337884,0.00009231211,0.0001669028,0.00001800192],"domain_scores_gemma":[0.9993593,0.0002075641,0.0002367468,0.00004932158,0.0001295238,0.00001759595],"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":[0.0002424426,0.00007356524,0.01486169,0.0001255159,0.00003347182,0.0000469617,0.0001495386,0.0005922192,0.9644358,0.00006221409,0.00008089499,0.01929573],"study_design_scores_gemma":[0.00002241716,0.002210179,0.1166928,0.00003110431,0.000153527,0.0008819395,0.000394734,0.01230474,0.8659795,0.0002172327,0.001059163,0.00005269177],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774604,0.0009308077,0.02092136,0.00004630429,0.00002186229,0.00003155227,0.00008173983,0.00005498638,0.000451089],"genre_scores_gemma":[0.9808606,0.0004895979,0.01777858,0.0000490523,0.0000201267,0.00003219141,0.00005401927,0.0000111486,0.0007046852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006403704,"threshold_uncertainty_score":0.002567649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01630963565003426,"score_gpt":0.2542858195106055,"score_spread":0.2379761838605713,"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."}}