{"id":"W4392183679","doi":"10.1016/s2214-109x(23)00564-8","title":"Innovative blood transfusion strategies to address global blood deserts: a consensus statement from the Blood Delivery via Emerging Strategies for Emergency Remote Transfusion (Blood DESERT) Coalition","year":2024,"lang":"en","type":"review","venue":"The Lancet Global Health","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Radcliffe Institute for Advanced Study, Harvard University; World Health Organization","keywords":"Context (archaeology); Blood transfusion; Blood management; Autotransfusion; Medicine; Global health; Intensive care medicine; Public relations; Political science; Public health; Geography; Nursing; Surgery","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":[0.03135299,0.001173322,0.001977195,0.003814925,0.0008470805,0.003325583,0.003031522,0.006509701,0.001524749],"category_scores_gemma":[0.02563323,0.0005548407,0.001960219,0.004209419,0.002511288,0.00527531,0.003336242,0.0075718,0.0005849849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005468227,"about_ca_system_score_gemma":0.03366473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008518368,"about_ca_topic_score_gemma":0.01550956,"domain_scores_codex":[0.9941865,0.002148021,0.001085788,0.00038795,0.001748272,0.0004434016],"domain_scores_gemma":[0.9733536,0.01664816,0.001490943,0.0003435365,0.007165845,0.0009980797],"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":[0.00009256136,0.00009612722,0.0006206781,0.05299623,0.0003030964,0.0003282117,0.002237774,0.000970354,0.0008086765,0.03246832,0.1354163,0.7736618],"study_design_scores_gemma":[0.00006326068,0.0001114052,0.001218291,0.09319732,0.0004880256,0.000360117,0.002488856,0.0003356161,0.0006250277,0.01166304,0.8893765,0.00007250264],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003757253,0.9149442,0.0006127615,0.08104081,0.001714688,0.00005665035,0.00005391826,0.00001167658,0.001189558],"genre_scores_gemma":[0.005874221,0.9704297,0.002696719,0.01970303,0.0006395204,0.00009912621,0.0000823475,0.000009245127,0.0004660974],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03135299,"threshold_uncertainty_score":0.1658124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08046334856013407,"score_gpt":0.3872277954809567,"score_spread":0.3067644469208226,"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."}}