{"id":"W2311972866","doi":"","title":"Community Based Participatory Monitoring and Evaluation: Impacts on Farmer Organization Functioning, Social Capital and Accountability","year":2014,"lang":"en","type":"article","venue":"Journal of rural and community development","topic":"Community Health and Development","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accountability; Monitoring and evaluation; Participatory evaluation; Citizen journalism; Social capital; Balanced scorecard; Literacy; Business; Public relations; Environmental resource management; Sociology; Political science; Process management; Economic growth; Economics; Public administration; Pedagogy; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009444171,0.0001903025,0.000343126,0.0001410812,0.007008438,0.0000487974,0.0001660353,0.0001454252,0.00006996214],"category_scores_gemma":[0.0009306566,0.0001594659,0.00002238548,0.0001657969,0.0001204423,0.0002269123,0.0002833263,0.002435894,0.000004986207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004300743,"about_ca_system_score_gemma":0.0007568536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005908146,"about_ca_topic_score_gemma":0.0003854727,"domain_scores_codex":[0.9927602,0.005680094,0.0007446383,0.00006163947,0.0004385936,0.0003148224],"domain_scores_gemma":[0.9966098,0.001583806,0.0004768702,0.0002215186,0.0008117983,0.000296211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003075525,0.0004558455,0.6945169,0.0006422804,0.00007229632,3.813652e-7,0.1940102,0.0000104323,0.000177247,0.00008770656,0.0004839745,0.1092352],"study_design_scores_gemma":[0.001653413,0.000281536,0.9197221,0.0003771668,0.00003558747,0.000006696011,0.07489751,0.00003970427,0.0001147726,0.0003623006,0.00235097,0.0001582252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974504,0.0001483879,0.00008996181,0.001360759,0.0003614824,0.0003166231,0.000001810071,0.00002275377,0.0002478089],"genre_scores_gemma":[0.9983419,0.0000737416,0.0004575528,0.0009167445,0.0001400733,0.00001818897,0.00001787301,0.00001408268,0.00001981738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2252052,"threshold_uncertainty_score":0.9998655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1441425478895949,"score_gpt":0.4212608162916331,"score_spread":0.2771182684020382,"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."}}