{"id":"W4313815922","doi":"10.5539/jsd.v16n1p124","title":"Monitoring and Evaluation Data Collection Practices and Performance of Livelihood Programmes: A Case of Caritas, Catholic Diocese of Meru, Kenya","year":2023,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Livelihood; Data collection; Descriptive statistics; Null hypothesis; Focus group; Population; Simple linear regression; Socioeconomics; Sample size determination; Monitoring and evaluation; Psychology; Statistics; Agricultural science; Regression analysis; Operations management; Business; Geography; Demography; Sociology; Mathematics; Economic growth; Marketing; Economics; Agriculture; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005869591,0.0003468881,0.0002359351,0.001194258,0.004911542,0.002102085,0.0009425769,0.0008524598,0.001186554],"category_scores_gemma":[0.01030196,0.0003145606,0.0001521002,0.001982027,0.001720725,0.001223338,0.001563012,0.0008677718,0.0001719759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004160633,"about_ca_system_score_gemma":0.007405366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04080235,"about_ca_topic_score_gemma":0.09402791,"domain_scores_codex":[0.9947797,0.002817812,0.000241893,0.0004161776,0.0007875747,0.0009568202],"domain_scores_gemma":[0.9878117,0.005008526,0.003672516,0.0005384405,0.001405275,0.001563538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001841032,0.0006625663,0.7178773,0.0006992188,0.00006411957,0.009730451,0.1684813,0.0004973818,0.004296815,0.001976817,0.001347109,0.09418283],"study_design_scores_gemma":[0.00001033288,0.000596695,0.7238333,0.0004433724,0.00005254976,0.002072356,0.2576226,0.0007320334,0.001809915,0.0002010099,0.01256798,0.00005791924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966171,0.0003524678,0.0002159044,0.0005501441,0.000004284505,0.0000917947,0.00002596753,0.000002963071,0.002139338],"genre_scores_gemma":[0.9979954,0.000417112,0.0007285418,0.00008566063,0.000004234646,0.00006161383,0.00002404572,0.00000204097,0.0006813818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04080235,"threshold_uncertainty_score":0.08112973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08075836145946023,"score_gpt":0.3294087428162343,"score_spread":0.248650381356774,"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."}}