{"id":"W4399091408","doi":"10.3390/su16114556","title":"Drivers of Rural Households’ Choices and Intensity of Sustainable Energy Sources for Cooking and Lighting in Ondo State, Nigeria","year":2024,"lang":"en","type":"article","venue":"Sustainability","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"King Saud University","keywords":"Multivariate probit model; Energy poverty; Probit model; Descriptive statistics; Rural area; Business; Poverty; Household income; Sustainable development; Socioeconomics; Economics; Economic growth; Geography; Econometrics; Statistics; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005529757,0.0001260087,0.0002243991,0.00005626212,0.00007808851,0.00002652261,0.00008221696,0.00006182539,0.00002396102],"category_scores_gemma":[0.000223519,0.0001131016,0.00003772304,0.0001824185,0.0005096726,0.0003633977,0.0002367072,0.00007384659,1.124798e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003312237,"about_ca_system_score_gemma":0.00003257236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004510525,"about_ca_topic_score_gemma":0.000434576,"domain_scores_codex":[0.9990222,0.00004266396,0.0002433232,0.0002319203,0.0001265168,0.0003333898],"domain_scores_gemma":[0.9995018,0.0001899326,0.00007048509,0.0001440566,0.00002294924,0.00007076231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001361781,0.00007395731,0.9763689,0.0007220971,0.00001872067,0.00001473349,0.006220061,0.007855317,0.003691825,0.001203313,0.00004476228,0.003650114],"study_design_scores_gemma":[0.0005722882,0.000283732,0.9183606,0.00007989086,0.00001910512,0.000005037806,0.02440483,0.0006089167,0.02359951,0.02801182,0.003783394,0.00027087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989485,0.0002953066,0.0001872904,0.000130492,0.00002413187,0.0001950737,0.00000503828,0.00001980493,0.0001943773],"genre_scores_gemma":[0.9992201,0.000075556,0.00007344245,0.00001996941,0.000007420301,0.00001224402,0.000002379656,0.00001059365,0.0005782872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05800832,"threshold_uncertainty_score":0.6818594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00430085018397649,"score_gpt":0.2106057755651198,"score_spread":0.2063049253811433,"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."}}