{"id":"W4283771684","doi":"10.56049/jghie.v22i1.14","title":"Electrification Planner for Ghana Using Open-Source Web GIS","year":2022,"lang":"en","type":"article","venue":"Journal of the Ghana Institution of Engineering (JGhIE)","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Electrification; Geographic information system; Rural electrification; Environmental economics; Business; Government (linguistics); Planner; Computer science; Electricity; Geography; Engineering; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000693273,0.0004124805,0.0002156252,0.002432741,0.0004430719,0.001174567,0.000414979,0.0003445231,0.04240499],"category_scores_gemma":[0.00143736,0.000316946,0.0003242654,0.003638465,0.0002019901,0.001788831,0.0007536235,0.0004734872,0.009104908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006867612,"about_ca_system_score_gemma":0.001452227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01148215,"about_ca_topic_score_gemma":0.01509299,"domain_scores_codex":[0.9998028,0.00005246157,0.0000261324,0.0000349982,0.00005735681,0.00002636611],"domain_scores_gemma":[0.9993358,0.0002340793,0.00008822403,0.00005915821,0.0002146372,0.00006797221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003670435,0.0002392567,0.02898161,0.001497174,0.00005520413,0.002172993,0.003298116,0.01085328,0.006959137,0.01965813,0.4468397,0.4790784],"study_design_scores_gemma":[0.0001006712,0.00006084332,0.0240875,0.0004197697,0.00005088713,0.0004865491,0.005239765,0.02580166,0.005112374,0.00898426,0.9295887,0.00006698308],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1203649,0.002561457,0.1966113,0.007096761,0.0005313477,0.003660161,0.2456648,0.04146932,0.3820399],"genre_scores_gemma":[0.3475085,0.003928374,0.4280891,0.0005665866,0.0001076858,0.002772853,0.1184614,0.003475944,0.09508952],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04240499,"threshold_uncertainty_score":0.1418588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01915783185707388,"score_gpt":0.2266082114845001,"score_spread":0.2074503796274263,"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."}}