{"id":"W3158018870","doi":"10.1007/s10732-021-09474-0","title":"Heuristic-based allocation of supply constrained blood platelets in emerging economies","year":2021,"lang":"en","type":"article","venue":"Journal of Heuristics","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Heuristic; Platelet; Blood supply; Mathematical optimization; Business; Computer science; Economics; Mathematics; Biology; Medicine; Immunology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005050555,0.0001022798,0.0002717576,0.0003361863,0.00004733428,0.00009616352,0.0001225266,0.00005248905,0.0004422653],"category_scores_gemma":[0.0008231351,0.0001010581,0.00008383147,0.0002922453,0.00004574121,0.0005187448,0.00002143007,0.0001974496,0.00000966171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001129046,"about_ca_system_score_gemma":0.000158995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003146258,"about_ca_topic_score_gemma":0.00007339528,"domain_scores_codex":[0.9987813,0.00002433097,0.0007442856,0.0001017551,0.0002258265,0.000122481],"domain_scores_gemma":[0.9982315,0.000246981,0.0007802546,0.00009928509,0.0006268559,0.00001514006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001709877,0.009192754,0.5580569,0.004356986,0.001306846,0.006080491,0.0008395556,0.03768244,0.04558446,0.2718957,0.01010168,0.05319232],"study_design_scores_gemma":[0.05639456,0.0005925283,0.3424285,0.003427164,0.00472762,0.001307568,0.008272932,0.09359145,0.1136782,0.04245088,0.3301416,0.002987066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838267,0.0004606429,0.002628597,0.005247806,0.0007076107,0.0000860806,0.000008456913,0.00001500506,0.007019132],"genre_scores_gemma":[0.996327,0.0001096598,0.002587701,0.0006627107,0.0002534032,7.700275e-7,0.00001207683,0.00001196018,0.00003476098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3200399,"threshold_uncertainty_score":0.4842494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01397036681102277,"score_gpt":0.237241453221756,"score_spread":0.2232710864107332,"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."}}