{"id":"W2129375264","doi":"10.1046/j.1537-2995.2003.00346.x","title":"The blood supply chain, from donor to patient: a call for greater understanding leading to more effective strategies for managing the blood supply","year":2003,"lang":"en","type":"letter","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blood donations; Blood supply; Donation; Medicine; Blood donor; Blood collection; Surgery; Emergency medicine; Immunology; Political science; Law","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":[0.02294609,0.001529235,0.002882287,0.003220901,0.007488303,0.03064677,0.006772326,0.03131042,0.02176589],"category_scores_gemma":[0.05093095,0.001839879,0.001628084,0.003195058,0.01803721,0.04147219,0.01294717,0.0480889,0.006641141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01324326,"about_ca_system_score_gemma":0.05249209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01881304,"about_ca_topic_score_gemma":0.02377699,"domain_scores_codex":[0.985806,0.006169495,0.001547475,0.00141229,0.00360263,0.001462164],"domain_scores_gemma":[0.9111258,0.04691778,0.005804243,0.003643535,0.01441944,0.01808915],"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":[0.0001500077,0.0003352225,0.003870658,0.003853872,0.0001600382,0.001271601,0.006466571,0.00254626,0.001115215,0.06717092,0.6146178,0.2984418],"study_design_scores_gemma":[0.00003258126,0.0001591068,0.002025825,0.006375015,0.00006390629,0.0009491042,0.01261076,0.001576841,0.0003918839,0.1313308,0.8442891,0.0001951264],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000886226,0.05258315,0.006239725,0.9319304,0.005161996,0.00003245918,0.00007164257,0.0001998689,0.002894608],"genre_scores_gemma":[0.04161146,0.3711654,0.03594539,0.5117018,0.02948655,0.0002570436,0.0004176715,0.0003178936,0.009096802],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03131042,"threshold_uncertainty_score":0.121352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02363153405485605,"score_gpt":0.2419089054531234,"score_spread":0.2182773713982673,"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."}}