{"id":"W2375630919","doi":"","title":"Quality Assessment of Red Blood Cells, Pooled Platelets and Frozen Plasma Processed by the Buffy Coat Method","year":2010,"lang":"en","type":"article","venue":"The Korean Journal of Blood Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Buffy coat; Blood component; Platelet; Platelet concentrate; Whole blood; Hemoglobin; Medicine; Apheresis; Fresh frozen plasma; Andrology; Hematocrit; Plateletpheresis; Immunology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00417661,0.0002559647,0.0004681175,0.0001689128,0.0004221027,0.0002700985,0.000595286,0.0001319031,0.000267824],"category_scores_gemma":[0.0001295491,0.0001426007,0.0001854435,0.000407271,0.0001591347,0.001105806,0.00005691365,0.0009225899,0.000002395665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003294933,"about_ca_system_score_gemma":0.00007484564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003392087,"about_ca_topic_score_gemma":0.000260056,"domain_scores_codex":[0.9975961,0.0001990986,0.0009367702,0.0002378137,0.0007965155,0.000233669],"domain_scores_gemma":[0.997366,0.0006502446,0.001147431,0.0003132901,0.0004798879,0.0000431896],"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":[0.0004790289,0.00122901,0.00267664,0.0002504288,0.0005905626,0.00001916646,0.0005410984,0.000032449,0.9716606,0.004296417,0.00056829,0.01765637],"study_design_scores_gemma":[0.03482949,0.0006786605,0.0424675,0.0004508315,0.01171438,0.0008354734,0.004762271,0.003474717,0.8561674,0.01081312,0.03254145,0.00126465],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833659,0.0001835383,0.001296164,0.0105404,0.0004364336,0.0004044071,0.00001207193,0.00002899867,0.003732086],"genre_scores_gemma":[0.9965304,0.0004322286,0.001990919,0.0006225457,0.000326783,0.000005504836,0.000007889165,0.00003026633,0.0000535207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1154931,"threshold_uncertainty_score":0.5815088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01798446611869436,"score_gpt":0.2797545295237763,"score_spread":0.2617700634050819,"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."}}