{"id":"W3178710267","doi":"10.3390/su13147754","title":"Solar Home Systems in South Asia: Examining Adoption, Energy Consumption, and Social Practices","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Intersectionality; Ethnic group; Renewable energy; Sociology; Consumption (sociology); Function (biology); Economic growth; Marketing; Business; Social science; Economics; Gender studies; Engineering","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":[0.0006533287,0.0001358214,0.0001727457,0.00002826301,0.000211687,0.0000694481,0.00008290036,0.0001261202,0.0003647881],"category_scores_gemma":[0.0004273437,0.0001394259,0.00002347789,0.0001579236,0.0002882835,0.0004608565,0.0002063,0.000148092,0.00001287436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007054441,"about_ca_system_score_gemma":0.00006044985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005062759,"about_ca_topic_score_gemma":0.0002266769,"domain_scores_codex":[0.9984372,0.0003410347,0.0002339884,0.0004186692,0.0002295014,0.0003396194],"domain_scores_gemma":[0.9994001,0.0001033209,0.0001737501,0.0002150399,0.00002358519,0.00008421647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003185114,0.0001574298,0.9855478,0.0001189833,0.00001129885,0.00009895118,0.003004774,0.005437343,0.0003389236,0.001896822,0.0001002312,0.003255576],"study_design_scores_gemma":[0.0003356543,0.00003003128,0.9840142,0.000006741957,0.00001340306,0.00002032634,0.007083043,0.0001670335,0.00008395674,0.001324302,0.006740344,0.0001809791],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978479,0.0003064683,0.0002853755,0.0005578395,0.00007335692,0.000092122,0.000003459333,0.00002865559,0.0008048255],"genre_scores_gemma":[0.9991356,0.00005427905,0.00008454812,0.00008741825,0.00003914291,0.0000263137,0.00001675892,0.00001006099,0.0005458976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006640112,"threshold_uncertainty_score":0.5685622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02160205929632811,"score_gpt":0.2519554710141539,"score_spread":0.2303534117178258,"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."}}