{"id":"W1929407794","doi":"10.1111/j.1537-2995.2012.03947.x","title":"Déjà‐vu all over again: using simulation to evaluate the impact of shorter shelf life for red blood cells at <scp>H</scp>éma‐<scp>Q</scp>uébec","year":2012,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Héma-Québec; Dalhousie University","funders":"","keywords":"Economic shortage; Shelf life; Off the shelf; Business; Medicine; Operations management; Computer science; Biology; Economics; Food science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001145646,0.0006025761,0.0004132283,0.0004929782,0.0007488082,0.001277545,0.0008558403,0.001037888,0.002970657],"category_scores_gemma":[0.004025184,0.000301868,0.0007629545,0.0004138278,0.0004540791,0.000571178,0.0004530689,0.0007028714,0.000174551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005118608,"about_ca_system_score_gemma":0.006074962,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5025272,"about_ca_topic_score_gemma":0.3836163,"domain_scores_codex":[0.9996492,0.0001527768,0.00001298464,0.00004546266,0.00005573975,0.00008387054],"domain_scores_gemma":[0.9972754,0.001787776,0.0001695694,0.00007693554,0.0005218715,0.0001684908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001577336,0.0001500872,0.01136604,0.00004503814,0.00005219173,0.00007814892,0.00006588642,0.9823081,0.0006530346,0.001112261,0.0005762991,0.003435165],"study_design_scores_gemma":[0.00004051562,0.0000958069,0.001512787,0.00001209914,0.00002238433,0.000008486244,0.00008101751,0.9970023,0.0003910014,0.0002498969,0.0005743112,0.00000946282],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969598,0.0002295814,0.01408182,0.0007093672,0.00006696113,0.0001683274,0.0008673989,0.0001483638,0.01413032],"genre_scores_gemma":[0.9865044,0.0001204381,0.01055456,0.0001092274,0.000006820283,0.0000827459,0.0004671788,0.00002406179,0.002130531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4974728,"threshold_uncertainty_score":0.9992044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04939417820539554,"score_gpt":0.3117547639398449,"score_spread":0.2623605857344494,"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."}}