{"id":"W2080169651","doi":"10.1111/j.0361-3666.2003.00235.x","title":"International NGOs and the Role of Network Centrality in Humanitarian Aid Operations: A Case Study of Coordination During the 2000 Mozambique Floods","year":2003,"lang":"en","type":"article","venue":"Disasters","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":210,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of Calgary","funders":"","keywords":"Centrality; Beneficiary; Context (archaeology); Flood myth; Humanitarian aid; Business; Flooding (psychology); Political science; Operations management; Economic growth; Engineering; Geography; Finance; Economics; Psychology","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":[0.0007233778,0.00004912491,0.00008173325,0.00003022081,0.0002424425,0.00005499994,0.0001596736,0.00001653923,0.0000308484],"category_scores_gemma":[0.00006410589,0.00003173203,0.00001989649,0.0001774727,0.0002551107,0.0001671966,0.00003858166,0.00004436504,3.118899e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003125509,"about_ca_system_score_gemma":0.00002068149,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0069724,"about_ca_topic_score_gemma":0.03708892,"domain_scores_codex":[0.9990089,0.0004114027,0.000187009,0.0001002408,0.0001820458,0.0001104075],"domain_scores_gemma":[0.9997384,0.00005130388,0.00005674992,0.0001041464,0.00003326079,0.00001616884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006818849,0.0004448759,0.3633226,0.0000138839,0.00007297225,0.00001561302,0.5260005,0.006918041,0.00003911031,0.1014632,0.00002758776,0.001613378],"study_design_scores_gemma":[0.002005749,0.00003944632,0.04754119,0.00002795863,0.00002940414,0.000004697631,0.9463972,0.001241822,0.0000205782,0.001279442,0.001320988,0.00009146008],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872598,0.00005687291,0.00001547289,0.0002574937,0.0001055873,0.0005158326,0.000001341636,0.000003898915,0.01178371],"genre_scores_gemma":[0.9995359,0.00001418893,0.00001276986,0.00002122913,0.00002670298,0.0000250822,6.243257e-7,0.000002381735,0.0003611229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4203968,"threshold_uncertainty_score":0.9996402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00911300331052412,"score_gpt":0.2679775193884819,"score_spread":0.2588645160779577,"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."}}