{"id":"W2900101493","doi":"10.4236/ajcc.2018.74035","title":"Impacts of Climate Change on Seasonal Residential Electricity Consumption by 2050 and Potential Adaptation Options in Alexandria Egypt","year":2018,"lang":"en","type":"article","venue":"American Journal of Climate Change","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alexandria University; International Development Research Centre","keywords":"Electricity; Consumption (sociology); Climate change; Environmental science; Seasonality; Population; Agricultural economics; Geography; Ecology; Economics; Environmental health; Engineering; Medicine; Biology","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":[0.0002261752,0.0001727179,0.0001538902,0.0003375481,0.0002157274,0.0007462433,0.0002939064,0.0003720632,0.00110185],"category_scores_gemma":[0.0002515535,0.0001230488,0.0004643234,0.0008167883,0.0001721792,0.000349206,0.0003799821,0.0002655397,0.0001149279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002656826,"about_ca_system_score_gemma":0.0009676634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1039595,"about_ca_topic_score_gemma":0.1618317,"domain_scores_codex":[0.9999019,0.00002404497,0.000006078233,0.00001324305,0.00001615071,0.0000386574],"domain_scores_gemma":[0.999913,0.0000186856,0.00002154188,0.000006202737,0.000030699,0.000009786609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005607544,0.0001982637,0.7613925,0.0002631198,0.0004916701,0.002731852,0.0008648032,0.1860212,0.007116527,0.004232922,0.003832891,0.03229355],"study_design_scores_gemma":[0.00002128661,0.0001256825,0.9090015,0.00006791492,0.0001636076,0.0001892342,0.003633826,0.07824308,0.002510152,0.0006343841,0.005369777,0.00003952287],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963612,0.0001698505,0.0002538601,0.0002411995,0.00000416434,0.000006324145,0.0007361282,0.00001050596,0.002216785],"genre_scores_gemma":[0.9986055,0.0001644667,0.0001413252,0.0000217575,0.000001744088,0.00000478675,0.0004367673,0.000001736013,0.0006218294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1039595,"threshold_uncertainty_score":0.2067087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03168617066426329,"score_gpt":0.2933578617413357,"score_spread":0.2616716910770724,"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."}}