{"id":"W1550104257","doi":"","title":"Accounting for Vulnerability of African Countries in Performance Based Aid Allocation","year":2009,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"International Development and Aid","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Vulnerability (computing); Accounting; Business; Computer science; Computer security","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":[0.01106763,0.0001717101,0.0002689992,0.0002181652,0.0003633963,0.0001800845,0.0008425391,0.0002030999,0.00008492519],"category_scores_gemma":[0.002356903,0.0001960351,0.0001118031,0.0003020338,0.0002790161,0.0002045163,0.0001781819,0.0002775214,0.000004618296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003053952,"about_ca_system_score_gemma":0.0009809289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002580465,"about_ca_topic_score_gemma":0.00854513,"domain_scores_codex":[0.9964823,0.001767464,0.0005375684,0.0004083536,0.0005266851,0.0002776874],"domain_scores_gemma":[0.9947854,0.001369912,0.0005238772,0.0005083621,0.002755384,0.00005701918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001392186,0.001080712,0.1079914,0.0009003007,0.00006556141,8.372028e-7,0.06986655,0.00104357,0.0007635519,0.7546666,0.0007902684,0.06269154],"study_design_scores_gemma":[0.004270009,0.000004712549,0.462826,0.01290499,0.0001276518,0.000001027841,0.003354742,0.1307675,0.1187904,0.09395479,0.1703516,0.002646649],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7971454,0.000265758,0.03914572,0.03379599,0.0004015137,0.001380458,0.00007370388,0.0001451603,0.1276463],"genre_scores_gemma":[0.9734352,0.0001918716,0.02429094,0.00009334872,0.00003156692,0.00009542626,0.0002467695,0.00001304474,0.001601877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6607118,"threshold_uncertainty_score":0.799408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01851319784919052,"score_gpt":0.2691362727079035,"score_spread":0.250623074858713,"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."}}