{"id":"W1980674692","doi":"10.1016/j.transci.2011.10.001","title":"Improving blood safety and patient outcomes with pathogen reduction technology","year":2011,"lang":"en","type":"article","venue":"Transfusion and Apheresis Science","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Apheresis Group; University of Ottawa","funders":"","keywords":"Medicine; Intensive care medicine; Blood transfusion; Clinical research; Medical emergency; Surgery; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002811375,0.0002857017,0.0003106141,0.0008940758,0.0005070178,0.001945781,0.0003817908,0.000884461,0.004805219],"category_scores_gemma":[0.01112428,0.0001120144,0.0005855285,0.0009483186,0.0004559834,0.001191625,0.0005872003,0.0007625838,0.0005700247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007244463,"about_ca_system_score_gemma":0.001603527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006126124,"about_ca_topic_score_gemma":0.0007217117,"domain_scores_codex":[0.9978036,0.001057221,0.0001522467,0.0001467183,0.0006583161,0.0001817559],"domain_scores_gemma":[0.9939027,0.003185422,0.0015992,0.000348749,0.0006683551,0.0002956342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002287014,0.002923114,0.283533,0.0006044753,0.0005786443,0.0004816001,0.000676384,0.004354757,0.008051867,0.009161614,0.007100182,0.6802474],"study_design_scores_gemma":[0.001046393,0.02015078,0.7914762,0.0006756439,0.002312492,0.006383521,0.002681636,0.02489381,0.04881787,0.0563654,0.04502901,0.000167196],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9347482,0.008902954,0.01758074,0.01194163,0.0003724943,0.0001220649,0.0002005697,0.0002301943,0.02590103],"genre_scores_gemma":[0.9925667,0.001489092,0.003923912,0.0006523153,0.0002338223,0.00002811655,0.00006920223,0.00000828354,0.001028424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004805219,"threshold_uncertainty_score":0.01607502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01246812654320056,"score_gpt":0.2029583500598074,"score_spread":0.1904902235166068,"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."}}