{"id":"W2949530921","doi":"10.1016/j.erss.2019.05.009","title":"Mediating household energy transitions through co-design in urban Kenya, Uganda and South Africa","year":2019,"lang":"en","type":"article","venue":"Energy Research & Social Science","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":83,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"International Science Council; Universiteit Stellenbosch; University of Leicester; International Development Research Centre; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"General partnership; Economic growth; Sustainability; Political science; Business; Environmental planning; Geography; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001583671,0.0002976527,0.0002834639,0.0006706917,0.005706887,0.003901049,0.0007379544,0.0006674929,0.006606616],"category_scores_gemma":[0.004113548,0.0003103121,0.0002077614,0.0008119263,0.003293322,0.001848617,0.004574446,0.0007556421,0.0002802863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003397334,"about_ca_system_score_gemma":0.002992618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03104899,"about_ca_topic_score_gemma":0.069714,"domain_scores_codex":[0.9986867,0.0008715261,0.0000210732,0.00009411221,0.00004162359,0.0002849319],"domain_scores_gemma":[0.9980357,0.001161268,0.0002693745,0.00009389017,0.0001165183,0.0003232463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009505261,0.001191793,0.3056508,0.000431336,0.00009821281,0.001535777,0.5836152,0.001284232,0.002339536,0.03286746,0.002065611,0.06796959],"study_design_scores_gemma":[0.00005989293,0.0002962455,0.1585384,0.0003174064,0.0000819447,0.0002111555,0.811846,0.001799407,0.00109213,0.00763146,0.01808413,0.00004187378],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939253,0.0001127479,0.0003455285,0.0002985174,0.000005667231,0.00002744607,0.00002120827,0.000003806465,0.005259772],"genre_scores_gemma":[0.9992689,0.00004433205,0.0001799406,0.00001650462,4.911479e-7,0.00002075856,0.000006660493,0.000001227082,0.0004612858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03104899,"threshold_uncertainty_score":0.06173652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06191234154440555,"score_gpt":0.3001134662985712,"score_spread":0.2382011247541656,"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."}}