{"id":"W3132523683","doi":"10.1111/trf.16264","title":"How red blood cell quality is starting to carry its weight","year":2021,"lang":"en","type":"letter","venue":"Transfusion","topic":"Erythrocyte Function and Pathophysiology","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; University of British Columbia","funders":"","keywords":"Carry (investment); Medicine; Computer science; Business; Finance","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001813124,0.0003851597,0.0008201132,0.0001622368,0.0001295087,0.0000306141,0.0001118982,0.001036681,0.002097808],"category_scores_gemma":[0.00005172787,0.0003433231,0.0003748456,0.0002906699,0.0000269168,0.00004782187,0.00003517094,0.001706286,0.0001232408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000556291,"about_ca_system_score_gemma":0.0001589969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000813915,"about_ca_topic_score_gemma":0.00002868369,"domain_scores_codex":[0.997531,0.0002751953,0.0004241025,0.0008137699,0.0004965191,0.0004594415],"domain_scores_gemma":[0.9987289,0.0001085176,0.0001175125,0.0006247798,0.0002465833,0.0001737602],"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":[0.0001532587,0.00008137506,0.0001279305,0.001099775,0.00005908637,0.0005702599,0.0007092116,2.517851e-7,0.371807,0.000001377204,0.6248156,0.0005748041],"study_design_scores_gemma":[0.00172743,0.0004618555,0.0005765684,0.0003518119,0.0003926148,0.00003596886,0.0001131565,0.000004080774,0.1257543,0.00001630481,0.8701836,0.0003823313],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1352311,0.0007559371,0.000248822,0.8565018,0.001415639,0.0006995215,0.000114323,0.0001555817,0.004877337],"genre_scores_gemma":[0.005757493,0.0009289463,0.0007633559,0.9110511,0.006403629,0.00004486739,0.001068462,0.0001085612,0.07387356],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2460527,"threshold_uncertainty_score":0.9999019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04005942136086874,"score_gpt":0.272717408324443,"score_spread":0.2326579869635742,"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."}}