{"id":"W2088808478","doi":"10.1007/s10479-014-1623-5","title":"Modeling the impact of donor behavior on humanitarian aid operations","year":2014,"lang":"en","type":"article","venue":"Annals of Operations Research","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":64,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Cash; Donation; Extant taxon; Quality (philosophy); Computer science; Business; Operations research; Marketing; Finance; Political science; Law; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001955285,0.00009203729,0.0001330883,0.0004483852,0.0007732715,0.0003632466,0.000340539,0.00004660312,0.0008275568],"category_scores_gemma":[0.0006133469,0.0000609427,0.0001082745,0.0005956145,0.0001023727,0.001114791,0.00007261867,0.0002345626,0.0001145202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000663952,"about_ca_system_score_gemma":0.00007939807,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009770183,"about_ca_topic_score_gemma":0.003202261,"domain_scores_codex":[0.9987061,0.0001036309,0.0003244644,0.0001700979,0.0004946625,0.0002010127],"domain_scores_gemma":[0.9978095,0.0001319451,0.00002801257,0.0003590026,0.001655543,0.00001599295],"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":[0.00007741519,0.001069437,0.001307144,0.00003255222,0.00008076054,8.57625e-7,0.0003666739,0.5930725,0.003918378,0.3919336,0.002472468,0.005668245],"study_design_scores_gemma":[0.0006086638,0.0002001308,0.006492015,0.00004712812,0.00003647881,0.000001018694,0.0006741921,0.9852991,0.001323078,0.001050204,0.004107144,0.0001608475],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713479,0.00003298343,0.0008335573,0.006685885,0.00005123748,0.0004368334,0.00001024313,0.00001810694,0.02058324],"genre_scores_gemma":[0.9988146,0.00004003381,0.0001185117,0.0003744289,0.0002316679,0.00007737664,0.00003513691,0.00001376256,0.0002944134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3922266,"threshold_uncertainty_score":0.9968238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2543970857097044,"score_gpt":0.4529091149931896,"score_spread":0.1985120292834852,"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."}}