{"id":"W2558188208","doi":"10.1182/blood.v104.11.5303.5303","title":"Time and Cost Savings with Bio-Set® Device in Reconstituting FVIII Concentrate.","year":2004,"lang":"en","type":"article","venue":"Blood","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vial; Medicine; Diluent; Chemistry; Chromatography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009029274,0.0003308342,0.0002053473,0.0002325291,0.000215976,0.0004025733,0.0004776095,0.0003899734,0.005498803],"category_scores_gemma":[0.002884816,0.0001213021,0.0003581898,0.0001572972,0.0001526747,0.0004397507,0.0004399358,0.0003141317,0.0003412012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006345616,"about_ca_system_score_gemma":0.0003047202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001276301,"about_ca_topic_score_gemma":0.00202245,"domain_scores_codex":[0.9992003,0.0004096263,0.00003848609,0.0000970853,0.0001850519,0.00006945577],"domain_scores_gemma":[0.9990203,0.0004823994,0.000247839,0.00003366033,0.00008017429,0.0001356531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.069125,0.01918534,0.2017124,0.001604773,0.0005249738,0.00101862,0.002899815,0.003102731,0.03149426,0.001019509,0.005876891,0.6624357],"study_design_scores_gemma":[0.002913428,0.162915,0.7382874,0.0004882646,0.001220276,0.002967982,0.004710279,0.01332969,0.05993953,0.0005849302,0.01244996,0.0001932954],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990079,0.0002727503,0.0001735304,0.00007014774,0.000009497548,0.00003019558,0.00005689509,0.00000560109,0.0003734824],"genre_scores_gemma":[0.9975157,0.0001143448,0.001320207,0.00004176298,0.000008377406,0.00005237327,0.0001093102,0.000002279043,0.0008357182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005498803,"threshold_uncertainty_score":0.0183953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01615116727824064,"score_gpt":0.2221843108729522,"score_spread":0.2060331435947115,"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."}}