{"id":"W2091535249","doi":"10.1108/17410391311289587","title":"Using simulation to evaluate a blood supply network in the Canadian maritime provinces","year":2013,"lang":"en","type":"article","venue":"Journal of Enterprise Information Management","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Dalhousie University","funders":"","keywords":"Consolidation (business); Distribution (mathematics); Distribution management system; Service (business); Computer science; Transport engineering; Production (economics); Originality; Operations research; Operations management; Environmental resource management; Business; Engineering; Environmental science; Marketing; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001416815,0.0001106038,0.0001222115,0.0008172453,0.000199706,0.001185721,0.0003148179,0.00003366852,0.0005049486],"category_scores_gemma":[0.00007057004,0.00008091552,0.00006129305,0.000599424,0.00001118193,0.0068674,0.00005062174,0.0001491101,0.0002650406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007270498,"about_ca_system_score_gemma":0.00004569939,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01237148,"about_ca_topic_score_gemma":0.01321273,"domain_scores_codex":[0.9984643,0.00003329413,0.0006642166,0.00006320675,0.0005566026,0.0002184077],"domain_scores_gemma":[0.998931,0.00004783668,0.0005025116,0.0001201529,0.0003678644,0.00003062455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001528755,0.0002464564,0.04963273,0.0002868681,0.0002311626,0.00004747088,0.001695733,0.8140087,0.000006068261,0.01694857,0.01514648,0.1015969],"study_design_scores_gemma":[0.003033556,0.00007083098,0.2167816,0.0003996049,0.0004339233,0.00002542114,0.002984126,0.3179658,0.000003063317,0.005158328,0.4527493,0.000394565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7727993,0.000104656,0.02339203,0.03020078,0.001772434,0.004437211,0.000004283895,0.00005945221,0.1672299],"genre_scores_gemma":[0.9854709,0.00000928886,0.002695039,0.01150817,0.000256245,0.00001816485,0.000006852504,0.000005710679,0.00002966425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.496043,"threshold_uncertainty_score":0.9998512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0187525720798142,"score_gpt":0.2608462840204929,"score_spread":0.2420937119406787,"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."}}