{"id":"W2283915685","doi":"10.1159/000441959","title":"Determining the Volume of Additive Solution and Residual Plasma in Whole Blood Filtered and Buffy Coat Processed Red Cell Concentrates","year":2015,"lang":"en","type":"article","venue":"Transfusion Medicine and Hemotherapy","topic":"Blood transfusion and management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Alberta","funders":"Health Canada; Canadian Blood Services","keywords":"Buffy coat; Volume (thermodynamics); Chemistry; Mannitol; Residual; Plasma volume; Chromatography; Whole blood; Albumin; Mathematics; Internal medicine; Medicine; Surgery; Biochemistry","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":[0.0003550794,0.0001681522,0.0003826175,0.0001095301,0.0000722879,0.00001130876,0.00004628496,0.00008356333,0.0000633322],"category_scores_gemma":[0.0000245372,0.000108555,0.00001912041,0.0001535551,0.0003135058,0.00008239476,0.00001141831,0.0001627668,5.002459e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007605783,"about_ca_system_score_gemma":0.00004808971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000191305,"about_ca_topic_score_gemma":0.0002183644,"domain_scores_codex":[0.9989094,0.00005636105,0.0003199986,0.0002713221,0.0002564774,0.0001864161],"domain_scores_gemma":[0.9994742,0.00008648451,0.00006793135,0.0001220339,0.00009650809,0.0001528763],"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":[0.008057493,0.001945101,0.1820574,0.002238251,0.0003458806,0.0001533764,0.1109733,0.000004343268,0.497895,0.0002703735,0.0209897,0.1750698],"study_design_scores_gemma":[0.2356964,0.01935646,0.4506451,0.004332409,0.00193406,0.0002758967,0.04947213,0.006180411,0.1690322,0.0007726558,0.06114957,0.001152716],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793556,0.001368627,0.000136643,0.01739974,0.00004528308,0.0007925714,0.000009920143,0.00002320908,0.000868377],"genre_scores_gemma":[0.9880508,0.009973013,0.0002358174,0.001257306,0.00006982232,0.0000185201,0.00002909374,0.0000173728,0.0003482529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3288628,"threshold_uncertainty_score":0.4426745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0314131566047065,"score_gpt":0.2678421868921473,"score_spread":0.2364290302874408,"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."}}