{"id":"W1842793643","doi":"","title":"A realistic explanation of long run development interventions contexts, adaptations and outcomes of dairy improvement in Kenya.","year":2015,"lang":"en","type":"dissertation","venue":"ResearchSpace (University of KwaZulu-Natal)","topic":"Rangeland Management and Livestock Ecology","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Inyuvesi Yakwazulu-Natali; National Research Foundation; International Development Research Centre","keywords":"Psychological intervention; Psychology; Business; Development economics; Political science; Environmental planning; Operations management; Economics; Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005601833,0.0001343104,0.0003624448,0.0004454258,0.00008697153,0.000005926418,0.0002986703,0.0001221831,0.0003058006],"category_scores_gemma":[0.0001078669,0.0001543084,0.00008325157,0.0002761568,0.000198419,0.0002760811,0.0002475996,0.0001608036,0.00001397559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002226913,"about_ca_system_score_gemma":0.00008971094,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005852871,"about_ca_topic_score_gemma":0.1287246,"domain_scores_codex":[0.9986947,0.00008773515,0.000276959,0.0002683703,0.0004760236,0.000196262],"domain_scores_gemma":[0.9991727,0.00009746226,0.0003647881,0.0001935724,0.00008211178,0.00008930101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002773166,0.003370581,0.5441182,0.007998435,0.001778008,0.000261516,0.07739238,0.001037887,0.004226034,0.01046856,0.02335303,0.3232222],"study_design_scores_gemma":[0.001130144,0.0002789899,0.9754239,0.0002571217,0.00006218904,4.555758e-7,0.02118124,0.0001730213,0.0001130877,0.0003005963,0.0009288441,0.0001503848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940019,0.0001697849,0.0003568778,0.0002294303,0.00005783687,0.0006412485,0.00006418202,0.000008304663,0.004470403],"genre_scores_gemma":[0.9800404,0.0003049864,0.0008938857,0.000002360314,0.000002658318,0.000005114844,0.0006553667,0.00001026577,0.01808492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4313057,"threshold_uncertainty_score":0.887174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02983321577534569,"score_gpt":0.2887016379704596,"score_spread":0.2588684221951139,"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."}}