{"id":"W2025059390","doi":"10.5539/jsd.v4n3p3","title":"Small-Scale Use of Solar Power in Remote, Developing Regions: A Case Study","year":2011,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of St. Thomas","keywords":"Modular design; Solar power; Electrical engineering; Photovoltaic system; Maximum power point tracking; Electric power system; Electricity; Computer science; Battery (electricity); Telecommunications; Power (physics); Engineering; Voltage; Operating system","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":[0.0007068487,0.0005688943,0.0003256413,0.0008526621,0.004416401,0.00132304,0.001191688,0.001559925,0.003503877],"category_scores_gemma":[0.001654319,0.0003029018,0.0003432246,0.001344346,0.001301141,0.0009695505,0.001493299,0.0007841308,0.0005238993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001023196,"about_ca_system_score_gemma":0.0007208978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009773746,"about_ca_topic_score_gemma":0.02846544,"domain_scores_codex":[0.9993826,0.0003191172,0.00002124774,0.00005371756,0.00007190357,0.0001514058],"domain_scores_gemma":[0.9990748,0.0004345746,0.0001383162,0.00006235162,0.00008730645,0.0002026537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"observational","study_design_scores_codex":[0.000684295,0.003606692,0.1313314,0.001657328,0.0001202331,0.535567,0.2050517,0.005880128,0.01149218,0.006499869,0.004141468,0.09396774],"study_design_scores_gemma":[0.0001223692,0.00340931,0.1188107,0.000564676,0.0001273666,0.1368637,0.6694012,0.005378773,0.006866542,0.002016723,0.05631173,0.0001270357],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927436,0.0002760136,0.0006635666,0.0002328143,0.000006575662,0.00008003289,0.00004885179,0.000008300144,0.005940177],"genre_scores_gemma":[0.9959499,0.0007299063,0.000988439,0.00007809429,0.000008020847,0.00003502412,0.00002852834,0.00001059031,0.00217134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009773746,"threshold_uncertainty_score":0.01943368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04822241461464413,"score_gpt":0.2293955957172427,"score_spread":0.1811731811025986,"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."}}