{"id":"W4387660887","doi":"10.1111/trf.17572","title":"How do I manage a blood product shortage?","year":2023,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Stroke Network; Ottawa Hospital","funders":"","keywords":"Blood product; Economic shortage; Apheresis; Blood collection; Blood management; Operations management; Blood bank; Product (mathematics); Service (business); Medicine; Blood transfusion; Business; Blood component; Medical emergency; Inventory management; Emergency medicine; Platelet; Surgery; Marketing; Engineering","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":[0.009604543,0.000637259,0.000667153,0.001496106,0.003191002,0.00769863,0.002399477,0.003592653,0.008339169],"category_scores_gemma":[0.05011461,0.0002886733,0.0004458172,0.001359716,0.003244904,0.009003561,0.00348943,0.007659496,0.004363087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002581977,"about_ca_system_score_gemma":0.01302647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002539462,"about_ca_topic_score_gemma":0.002906633,"domain_scores_codex":[0.995945,0.00172133,0.0003507234,0.000294883,0.001015571,0.000672399],"domain_scores_gemma":[0.9750431,0.004984197,0.004714725,0.0008101839,0.003791034,0.01065689],"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":[0.0001096448,0.0007999608,0.0281512,0.0007333502,0.00007911742,0.0004868005,0.003077874,0.0006734518,0.0002341935,0.01351174,0.4742619,0.4778808],"study_design_scores_gemma":[0.0002094166,0.0009627322,0.03196971,0.008656673,0.0001928403,0.003726292,0.03241879,0.002672339,0.001099358,0.1248312,0.7929925,0.0002680035],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01136753,0.01802454,0.009745523,0.9228665,0.006439767,0.000162135,0.0001269412,0.0005279803,0.0307391],"genre_scores_gemma":[0.4561295,0.1161041,0.05893304,0.3129899,0.02592528,0.001059347,0.0006375331,0.0005073356,0.02771395],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.009604543,"threshold_uncertainty_score":0.0507943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02227783474728949,"score_gpt":0.2338551781779616,"score_spread":0.2115773434306721,"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."}}