{"id":"W2984953500","doi":"10.1029/2019gh000208","title":"Supply Considerations for Scaling Up Clean Cooking Fuels for Household Energy in Low‐ and Middle‐Income Countries","year":2019,"lang":"en","type":"review","venue":"GeoHealth","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":144,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Natural Resources Canada","funders":"Common Fund; National Institutes of Health; Eunice Kennedy Shriver National Institute of Child Health and Human Development; United States Agency for International Development","keywords":"Stove; Liquefied petroleum gas; Business; Sustainability; Energy policy; Electricity; Renewable energy; Natural resource economics; Environmental economics; Waste management; Economics; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000627925,0.0003719197,0.000980048,0.0001041092,0.000310601,0.00007743764,0.0001542351,0.0003024287,0.0001195102],"category_scores_gemma":[0.00007080051,0.0003395258,0.0001562671,0.0001053803,0.0001540884,0.0002043767,0.0001170485,0.0001806284,0.00002350331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004238697,"about_ca_system_score_gemma":0.0001189453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004530711,"about_ca_topic_score_gemma":0.000819037,"domain_scores_codex":[0.9978127,0.00009371511,0.0006514294,0.0005600105,0.0001954957,0.0006866538],"domain_scores_gemma":[0.9981894,0.0009642825,0.0003206864,0.0003340478,0.000004095648,0.0001874115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001516911,0.0003071358,0.003016034,0.1107505,0.0002378435,0.00002302722,0.001389166,0.02213277,0.000002315794,0.02125426,0.007247616,0.8334876],"study_design_scores_gemma":[0.000737763,0.0001163722,0.0006137263,0.007731609,0.0001488767,0.0000273823,0.00003215059,0.0001355071,0.000006467977,0.001556138,0.9883681,0.000525935],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001569135,0.9932618,0.0009475361,0.0002974964,0.0006507581,0.002134442,0.0007070688,0.00006143311,0.000370387],"genre_scores_gemma":[0.006376209,0.9902315,0.000904092,0.0009292879,0.0001178227,0.0002927691,0.0001603875,0.00007697775,0.0009109881],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9811205,"threshold_uncertainty_score":0.9999057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07925935558730751,"score_gpt":0.2985139269670515,"score_spread":0.219254571379744,"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."}}