{"id":"W2118084737","doi":"10.5897/ingoj.9000064","title":"In the rugged journey of bettering lives abroad: does the driver matter?","year":2010,"lang":"en","type":"article","venue":"International NGO Journal","topic":"Religion, Society, and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Poverty reduction; Poverty; Work (physics); Humanitarian aid; Mainstreaming; Political science; Economic growth; Public relations; Economics; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001445194,0.00006683672,0.00007729699,0.00006293514,0.0003730537,0.0002319557,0.0008093787,0.00004348227,0.001215825],"category_scores_gemma":[0.000122601,0.00003295933,0.0001032293,0.00009702542,0.0002153645,0.0002551898,0.0000455643,0.0004690806,0.00003402539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005299189,"about_ca_system_score_gemma":0.0001041834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00160654,"about_ca_topic_score_gemma":0.0009387025,"domain_scores_codex":[0.9986717,0.0001391172,0.0002794127,0.00007714284,0.0006708675,0.0001617697],"domain_scores_gemma":[0.9993224,0.0002160336,0.0001838135,0.00008392423,0.0001494391,0.00004443385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0000189668,0.0001116002,0.1161985,0.000003836198,0.0001086471,0.00002951356,0.6832006,0.00002183383,0.003594124,0.005997756,0.1899286,0.0007859883],"study_design_scores_gemma":[0.0004766888,0.00001484581,0.6329765,0.00006272871,0.00001134969,0.0001675945,0.09064724,0.00002729097,0.0004749293,0.04168423,0.2332932,0.0001634104],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511885,0.00009325611,0.00006898268,0.03506634,0.002390583,0.00006687626,0.000001907465,0.000004239724,0.01111929],"genre_scores_gemma":[0.9946058,0.001054052,0.0004283669,0.002242033,0.001278784,0.000004421478,5.008345e-7,0.000004625214,0.0003814088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5925534,"threshold_uncertainty_score":0.9996972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01234080150004502,"score_gpt":0.3234777543351857,"score_spread":0.3111369528351407,"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."}}