{"id":"W3011518997","doi":"10.30634/2414-2077.2020.06.01","title":"Assessment of the Viability of Standalone Photovoltaic Systems for Rural Households in Kathiani, Machakos County, Kenya","year":2020,"lang":"en","type":"article","venue":"International Journal of Green Technology","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Photovoltaic system; Rural electrification; Geography; Socioeconomics; Environmental planning; Business; Engineering; Electrical engineering; Economics; Electricity","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":[0.0002898363,0.0002352542,0.0002124267,0.000342196,0.001076637,0.0009723789,0.0004883624,0.0004070099,0.002842042],"category_scores_gemma":[0.0009362596,0.0001865353,0.0001689815,0.0005691493,0.0003577177,0.000668717,0.0005274802,0.0002231407,0.0001979502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001890301,"about_ca_system_score_gemma":0.001227562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06954183,"about_ca_topic_score_gemma":0.229982,"domain_scores_codex":[0.9997223,0.00009505913,0.00001325616,0.00002880342,0.00007075299,0.00006981981],"domain_scores_gemma":[0.9995875,0.0001292031,0.00007165194,0.00001213435,0.0001528649,0.00004666644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001827706,0.000920897,0.8182365,0.001064826,0.0003044926,0.006800472,0.00746833,0.03208438,0.04113462,0.00565211,0.002202051,0.08230358],"study_design_scores_gemma":[0.00006225995,0.002225731,0.9213895,0.0001937232,0.0002688085,0.0008307286,0.04156575,0.02322887,0.004597991,0.0010462,0.004547912,0.00004248428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971828,0.00003617295,0.0001084302,0.00003958764,0.00000115901,0.00002570132,0.0001163938,0.000002781955,0.002486961],"genre_scores_gemma":[0.9991911,0.00004679801,0.0001447253,0.000004184532,5.638148e-7,0.000009545021,0.00004188063,6.888012e-7,0.000560444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06954183,"threshold_uncertainty_score":0.1382741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01192282958268362,"score_gpt":0.2532544096116231,"score_spread":0.2413315800289395,"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."}}