{"id":"W1481502645","doi":"10.1002/9781444303513.ch20","title":"Plasma Transfusion and Use of Albumin","year":2009,"lang":"en","type":"other","venue":"","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Albumin; Blood transfusion; Chemistry; Medicine; Internal medicine; Biochemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007723366,0.0001567806,0.0002080662,0.0003992036,0.00002954776,0.0001170399,0.00007116565,0.0001617574,0.008766355],"category_scores_gemma":[0.00002417082,0.0001300177,0.00004654189,0.0001665539,0.00003323989,0.0005244549,0.00001906841,0.00009463506,0.0001073121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001408354,"about_ca_system_score_gemma":0.000006542823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002142299,"about_ca_topic_score_gemma":0.001962038,"domain_scores_codex":[0.9993499,0.000005388701,0.0001710458,0.0002023531,0.0001794828,0.00009185143],"domain_scores_gemma":[0.9996117,0.00003641088,0.0001814859,0.0001279923,0.00003487633,0.000007560159],"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":[0.00005314617,0.000218834,0.0008705231,0.0004422099,0.00007304209,0.000007614135,0.00001789129,9.647928e-7,0.0002388683,0.04522234,0.8196603,0.1331943],"study_design_scores_gemma":[0.0005129664,0.000005834704,0.000610431,0.00009329429,0.00009945337,0.000001201536,0.00001773081,0.0001416506,0.00004688596,0.0001227563,0.9981941,0.000153696],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001147444,0.0001413083,0.0001895153,0.0009398148,0.0001672269,0.0002282426,0.000004655184,0.0001762202,0.9970056],"genre_scores_gemma":[0.01102059,0.001616979,0.001710951,0.002858516,0.0005522243,0.000005453894,0.00005526909,0.0002351115,0.9819449],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1785338,"threshold_uncertainty_score":0.9921398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02169826680115973,"score_gpt":0.2264224330185397,"score_spread":0.20472416621738,"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."}}