{"id":"W2954508392","doi":"10.1088/1748-9326/ab2d46","title":"Household, community, sub-national and country-level predictors of primary cooking fuel switching in nine countries from the PURE study","year":2019,"lang":"en","type":"article","venue":"Environmental Research Letters","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute; Queen's University; University of British Columbia","funders":"Canadian Institutes of Health Research; National Institutes of Health","keywords":"Liquefied petroleum gas; Kerosene; Population; Coal; Electricity; Solid fuel; Environmental health; Agricultural economics; Environmental science; Waste management; Medicine; Economics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002430743,0.0002050748,0.0002260928,0.00007408339,0.0003454929,0.0000561149,0.0005561546,0.00007675881,0.0007787467],"category_scores_gemma":[0.00006217874,0.0001648966,0.00003218892,0.0001770967,0.0007961891,0.0004385199,0.001022652,0.0009259027,0.0001247883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007337871,"about_ca_system_score_gemma":0.00001389667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001856442,"about_ca_topic_score_gemma":0.0007078202,"domain_scores_codex":[0.9962931,0.0007476796,0.0003172653,0.0003416661,0.001828465,0.0004717955],"domain_scores_gemma":[0.9984701,0.0008849901,0.00009543932,0.000441689,0.000001620982,0.0001061344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008264804,0.0003761054,0.8991558,0.00001023806,0.00003467406,0.000009055328,0.003048825,0.006689976,0.0892801,0.000005917238,0.001099097,0.0002075407],"study_design_scores_gemma":[0.001067422,0.0001561724,0.994533,0.00003610854,0.000008675133,0.000002933829,0.002075322,0.00006323805,0.0007569883,0.00007461996,0.001066323,0.0001591949],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975064,0.0001630582,0.000008133175,0.0007906469,0.00005254899,0.0005731283,0.0001291493,0.00001150979,0.0007654451],"genre_scores_gemma":[0.9983963,0.000188037,0.0000314829,0.001116714,0.00004006669,0.00002750437,0.00007126092,0.00002941739,0.00009926369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09537718,"threshold_uncertainty_score":0.852673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04184572065547325,"score_gpt":0.2611636374543108,"score_spread":0.2193179167988376,"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."}}