{"query_echo":{"q":"","filters":{"analysis_type":["correlational analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'correlational analysis' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":8,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=correlational+analysis","stability":"beta","ai_marking":{"digital_source_type":{"uri":"http://cv.iptc.org/newscodes/digitalsourcetype/trainedAlgorithmicMedia","name":"Created using Generative AI"},"notice":"Summary and key insights are generated using artificial intelligence."},"results":[{"id":"roots-000006","url":"https://climateinsightsdirectory.org/document/roots-000006","title":"Colonial Logics in the Mobilization Mechanics of Climate Disinformation","publisher":{"name":"Roots","organization":"roots"},"document_type":"research paper","language":"en","date_published":"2025-11","source_url":"https://poweredbyroots.org/media/pages/highlights/fellowship-for-countering-disinformation/9888df3fdb-1762906576/nigeria-case-study.docx.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study argues that climate disinformation in the Global South is not a digital accident but a reactivation of 'colonial logics of mediated authority.' By analyzing 200 social media posts and socio-cultural indices across eleven former British colonies in Africa, the author develops a 'Model of Indirect Epistemic Domination.' This model posits that disinformation achieves legitimacy by using trusted intermediaries—such as religious leaders and social media influencers—to frame climate falsehoods as indigenous truths. Statistical analysis reveals that religiosity and media access are the strongest predictors of susceptibility to climate disinformation, while formal education and trust in science do not provide significant protection.","ai_generated":true,"unit":"roots-000006#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate disinformation in Africa is driven by a 'Model of Indirect Epistemic Domination' consisting of five interlocking stages: recruitment, localization, deflection, normalization, and exploitation. This process mirrors British indirect rule by using local intermediaries to legitimize external agendas.","ai_generated":true,"unit":"roots-000006#insight-1","date_modified":"2026-10-23"},{"text":"Religiosity is the most significant cultural amplifier of climate disinformation susceptibility, showing a very strong positive correlation (r ≈ 0.83) and remaining a statistically significant predictor in regression modeling (β = 0.158, p = 0.014).","ai_generated":true,"unit":"roots-000006#insight-2","date_modified":"2026-10-23"},{"text":"Increased media access functions as a 'double-edged vector' that heightens susceptibility to disinformation (β = 0.548, p = 0.014) when not accompanied by critical literacy safeguards, as seen in Kenya and Ghana.","ai_generated":true,"unit":"roots-000006#insight-3","date_modified":"2026-10-23"},{"text":"Formal education and trust in science do not serve as statistically significant predictors of resilience against climate disinformation in the sampled contexts.","ai_generated":true,"unit":"roots-000006#insight-4","date_modified":"2026-10-23"},{"text":"Disinformation narratives cluster into specific symbolic repertoires: spiritual frames (e.g., 'God’s punishment') are dominant in Nigeria and Uganda, while conspiratorial and anti-Western frames (e.g., 'UN climate scam') are more prominent in Kenya and Ghana.","ai_generated":true,"unit":"roots-000006#insight-5","date_modified":"2026-10-23"},{"text":"The use of indigenous languages is identified as the most influential factor in the 'Disinformation Outcomes' dimension, as it provides cultural authentication that intensifies the persuasive force of the messages.","ai_generated":true,"unit":"roots-000006#insight-6","date_modified":"2026-10-23"}],"climate_tags":["climate change disinformation","climate change communication","Global South"],"geography_discussed":["Nigeria","Kenya","Ghana","Tanzania","Zambia","Uganda","Botswana","Malawi","The Gambia","Sierra Leone","Lesotho"],"frame_perspective":[],"analysis_type":["regression analysis","correlational analysis","content analysis","comparative analysis","geospatial analysis"]},{"id":"commyale-000064","url":"https://climateinsightsdirectory.org/document/commyale-000064","title":"Trabajadores al aire libre y preocupación por el calor extremo","publisher":{"name":"Yale Program on Climate Change Communication","organization":"yale-program-on-climate-change-communication"},"document_type":"briefing","language":"es","date_published":"2025-08-06","source_url":"https://climatecommunication.yale.edu/publications/calor-trabajadores/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes how employment in outdoor sectors—such as agriculture and construction—correlates with public concern about extreme heat in the US. It finds a moderate positive correlation overall, though this varies by region: concern is higher in the South and West but lower in the Midwest and Northeast. The briefing highlights the disproportionate impact of heat on marginalized groups and the economic risks of inaction, while comparing state-level heat protections and international policy examples.","ai_generated":true,"unit":"commyale-000064#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Extreme heat is the leading cause of climate-related deaths in the United States, exceeding the impact of floods and hurricanes.","ai_generated":true,"unit":"commyale-000064#insight-1","date_modified":"2026-10-23"},{"text":"Approximately 32 million people work outdoors in the US, a group predominantly composed of men, Black individuals, and Hispanic/Latino individuals. Between 2011 and 2020, over 33,890 workers suffered heat-related illnesses or injuries, and nearly 1,000 have died from extreme heat exposure since 1992.","ai_generated":true,"unit":"commyale-000064#insight-2","date_modified":"2026-10-23"},{"text":"Failure to address heat-related labor disruptions could result in annual costs of $55.4 billion for US outdoor workers by mid-century, impacting supply chains, construction, and food production.","ai_generated":true,"unit":"commyale-000064#insight-3","date_modified":"2026-10-23"},{"text":"At the state level, a stronger positive correlation (r = 0.54) exists between outdoor employment proportions and heat concern. California and Nevada have passed state heat protection standards, whereas Texas and Florida have blocked local governments from establishing such protections.","ai_generated":true,"unit":"commyale-000064#insight-4","date_modified":"2026-10-23"}],"climate_tags":["extreme heat","climate change","climate justice","agriculture"],"geography_discussed":["Texas","Florida","Wyoming","North Dakota","Wisconsin","Qatar"],"frame_perspective":[],"analysis_type":["correlational analysis","policy comparison"]},{"id":"iai-000081","url":"https://climateinsightsdirectory.org/document/iai-000081","title":"Assessment of climate variability and land use effect on shallow lakes in temperate plains of Argentina","publisher":{"name":"Inter-American Institute for Global Change Research","organization":"inter-american-institute-for-global-change-research"},"document_type":"research paper","language":"en","date_published":"2025-01-13","source_url":"https://iai.int/es/pub_acad/assessment-of-climate-variability-and-land-use-effect-on-shallow-lakes-in-temperate-plains-of-argentina/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The study found that the areal variation of shallow lakes in Argentina's temperate plains between 2002 and 2011 was more dependent on rainfall regime changes linked to ENSO events than on changes in land use intensity.","ai_generated":true,"unit":"iai-000081#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The maximum area of shallow lakes was more closely linked to changes in the rainfall regime associated with ENSO events than to fluctuations in land use, such as the increase or decrease of cultivated areas.","ai_generated":true,"unit":"iai-000081#insight-1","date_modified":"2026-10-23"},{"text":"Specific ENSO events significantly impacted precipitation across the studied lake regions, with the El Niño event of 2002/3 corresponding to maximum lake areas in 2002 and the La Niña event of 2007/8 corresponding to minimum areas in 2008.","ai_generated":true,"unit":"iai-000081#insight-2","date_modified":"2026-10-23"}],"climate_tags":["climate variability","El Niño southern oscillation","land use","precipitation","flood","drought"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["correlational analysis","satellite imagery analysis"]},{"id":"clipolin-001222","url":"https://climateinsightsdirectory.org/document/clipolin-001222","title":"Public Development Banks’ Climate Commitments 2024","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"report","language":"en","date_published":"2024-12","source_url":"https://www.climatepolicyinitiative.org/wp-content/uploads/2012/12/PDB-Commitments-Tracking-2024.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report finds that climate ambition among public development banks (PDBs) is plateauing and highly polarized. While some institutions have adopted comprehensive Paris alignment and net-zero targets, over half of the 170 tracked PDBs show limited-to-no ambition. This divergence is closely linked to enabling factors: high-ambition PDBs typically benefit from supportive government policies, developed financial systems, and active membership in multi-institutional networks. Conversely, minimally ambitious PDBs often operate in contexts with weak policy support and underdeveloped investment pipelines. The report concludes that ambitious PDBs generate higher volumes of climate finance as a share of assets and recommends leveraging multi-institutional networks to lift less ambitious banks toward leading standards.","ai_generated":true,"unit":"clipolin-001222#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate ambition among tracked PDBs is plateauing, with the rate of new commitments declining since 2022. Only 70 of the 170 tracked institutions have committed to fully aligning with the Paris Agreement.","ai_generated":true,"unit":"clipolin-001222#insight-1","date_modified":"2026-10-23"},{"text":"PDBs are polarized into distinct ambition clusters. High-ambition banks (including large multilateral DFIs and bilateral DFIs in advanced economies) have comprehensive commitments, while a 'minimal' cluster of 63 institutions—primarily NDBs/SNDBs in high-to-middle-income countries—have little-to-no tracked commitments.","ai_generated":true,"unit":"clipolin-001222#insight-2","date_modified":"2026-10-23"},{"text":"There is a strong correlation between a PDB's climate ambition and its engagement with multi-institutional networks. 79% of high-ambition PDBs and 73% of substantial-ambition PDBs are members of such networks, compared to only 33% of limited-ambition and 25% of minimal-ambition PDBs.","ai_generated":true,"unit":"clipolin-001222#insight-3","date_modified":"2026-10-23"},{"text":"External enabling factors, such as government policy and investment context, significantly influence ambition. Minimal-ambition PDBs are linked to the lowest shareholder government fiscal flexibility, weakest climate investment pipelines, and highest local economy emissions intensity.","ai_generated":true,"unit":"clipolin-001222#insight-4","date_modified":"2026-10-23"},{"text":"Higher climate ambition translates to higher actual climate finance flows. PDBs with high ambition have seen median climate finance flows relative to assets increase substantially, while flows for limited and minimal ambition PDBs decreased between 2018-20 and 2021-22.","ai_generated":true,"unit":"clipolin-001222#insight-5","date_modified":"2026-10-23"},{"text":"The implementation of climate commitments follows a structured four-stage iterative process: scoping climate finance activities, setting commitments, integrating commitments into operations, and assessing progress.","ai_generated":true,"unit":"clipolin-001222#insight-6","date_modified":"2026-10-23"},{"text":"Paris alignment commitments alone are insufficient to scale climate finance; complementary commitments such as climate investment goals and counterparty engagement policies are necessary to deliver accelerated investment.","ai_generated":true,"unit":"clipolin-001222#insight-7","date_modified":"2026-10-23"}],"climate_tags":["climate finance","national development bank","fossil-fuel divestment"],"geography_discussed":["Indonesia"],"frame_perspective":[],"analysis_type":["trend analysis","clustering analysis","correlational analysis"]},{"id":"ucs-000918","url":"https://climateinsightsdirectory.org/document/ucs-000918","title":"Our Unhealthy Democracy","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"report","language":"en","date_published":"2019-11","source_url":"https://www.ucs.org/sites/default/files/2019-10/our-unhealthy-democracy-white-paper-2019.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that a negative feedback loop exists in the United States where restrictive voting laws and partisan gerrymandering insulate legislators from accountability, leading to the adoption of policies that exacerbate public health disparities. Using data from America's Health Rankings and the Cost of Voting Index, the author finds that states with greater partisan bias and higher barriers to voting are associated with lower life expectancy and more severe health declines between 2010 and 2017. Specifically, the report links extreme gerrymandering to higher increases in opioid deaths among African Americans in high-poverty states and higher infant mortality for non-Hispanic black communities. To break this cycle, the document recommends reforms to reduce the costs of eligibility (such as automatic voter registration), reduce the costs of casting a vote (such as early in-person voting), and protect the equal value of votes through independent redistricting commissions and public campaign financing.","ai_generated":true,"unit":"ucs-000918#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a positive correlation between electoral integrity and life expectancy in the United States, where greater life expectancy is associated with less electoral bias.","ai_generated":true,"unit":"ucs-000918#insight-1","date_modified":"2026-10-23"},{"text":"Partisan bias in redistricting increased significantly after the 2010 Census, particularly in states with unified party control of the legislature, while independent or bipartisan commissions produced less biased plans.","ai_generated":true,"unit":"ucs-000918#insight-2","date_modified":"2026-10-23"},{"text":"Health declines between 2010 and 2017 were more severe in states with extreme gerrymandering, as insulated legislatures were less likely to implement equitable health policies such as the expansion of Medicaid.","ai_generated":true,"unit":"ucs-000918#insight-3","date_modified":"2026-10-23"},{"text":"In high-poverty states, extreme partisan bias is associated with higher increases in opioid deaths from 2010 to 2017, with the ratio for African Americans being twice as high as for non-Hispanic whites in the most gerrymandered states.","ai_generated":true,"unit":"ucs-000918#insight-4","date_modified":"2026-10-23"},{"text":"Infant mortality for non-Hispanic black communities is significantly higher in the most gerrymandered states compared to other populations in higher-poverty states.","ai_generated":true,"unit":"ucs-000918#insight-5","date_modified":"2026-10-23"},{"text":"Restrictive voting laws and gerrymandering create a negative feedback loop where less healthy people are further excluded from the political process, preventing the passage of evidence-based health policies.","ai_generated":true,"unit":"ucs-000918#insight-6","date_modified":"2026-10-23"},{"text":"The report identifies specific states where life expectancy is declining and voting has become harder, including Alabama, Louisiana, Mississippi, Tennessee, and Wisconsin.","ai_generated":true,"unit":"ucs-000918#insight-7","date_modified":"2026-10-23"},{"text":"The 2020 decennial Census is identified as a critical point of vulnerability, with warnings that attempts to include a citizenship question or use administrative data to identify non-citizens could dilute the political power of immigrants and people of color.","ai_generated":true,"unit":"ucs-000918#insight-8","date_modified":"2026-10-23"}],"climate_tags":["public health","environmental health"],"geography_discussed":["Alaska","North Carolina","Tennessee","West Virginia","Wisconsin","Louisiana","California","Colorado","Massachusetts","New York","Oregon","Vermont","Alabama","Mississippi","Indiana","Ohio","Pennsylvania","Hawaii","Florida","Michigan","Flint","Arizona","Texas","Seattle"],"frame_perspective":[],"analysis_type":["correlational analysis","policy review"]},{"id":"ucs-000301","url":"https://climateinsightsdirectory.org/document/ucs-000301","title":"Building a Healthier Democracy","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"report","language":"en","date_published":"2018-08","source_url":"https://www.ucs.org/sites/default/files/attach/2018/09/building-a-healthier-democracy-report.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes how electoral rules—including registration eligibility, voting processes, and districting—impact voter turnout, particularly in environmental justice communities. It finds that socioeconomic distress and poor air quality are significant depressors of turnout, and that states with biased districting plans tend to have higher levels of air toxin exposure. The authors argue that restrictive election laws insulate powerful interests and weaken environmental protections, citing the Flint water crisis as an example of legislative dysfunction resulting from gerrymandering. The document recommends reforms such as automatic voter registration, nonpartisan redistricting, and proportional representation to improve government responsiveness and public health outcomes.","ai_generated":true,"unit":"ucs-000301#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Socioeconomic distress and poor air quality independently depress congressional voter turnout. In the 2016 elections, socioeconomic distress had more than twice the impact of any set of election rules, while the impact of air toxin exposure in the 2014 midterms was equivalent to that of socioeconomic distress, causing a 5 to 7 percent decrease in turnout.","ai_generated":true,"unit":"ucs-000301#insight-1","date_modified":"2026-10-23"},{"text":"There is a correlation between biased congressional districting and higher levels of air pollution. States with biased districting plans are more likely to exhibit higher levels of air toxin exposure at both the state and district levels.","ai_generated":true,"unit":"ucs-000301#insight-2","date_modified":"2026-10-23"},{"text":"Voter eligibility requirements have the strongest overall institutional impact on turnout. Expanding eligibility, such as through automatic voter registration (AVR), significantly boosts participation in both midterm and presidential elections.","ai_generated":true,"unit":"ucs-000301#insight-3","date_modified":"2026-10-23"},{"text":"Uncontested races significantly reduce voter turnout, more so than any other electoral feature except socioeconomic distress during presidential elections.","ai_generated":true,"unit":"ucs-000301#insight-4","date_modified":"2026-10-23"},{"text":"Restrictive electoral institutions and partisan gerrymandering can lead to the neglect of public safety and environmental health. In Flint, Michigan, an \"emergency manager\" law passed by a legislature kept in power through gerrymandering allowed the governor to switch municipal water to the contaminated Flint River, exposing over 100,000 residents to lead.","ai_generated":true,"unit":"ucs-000301#insight-5","date_modified":"2026-10-23"},{"text":"The report identifies several evidence-based reforms to improve representation, including automatic voter registration, felon enfranchisement, nonpartisan redistricting, and the adoption of ranked-choice or proportional voting systems.","ai_generated":true,"unit":"ucs-000301#insight-6","date_modified":"2026-10-23"}],"climate_tags":["environmental justice","air quality"],"geography_discussed":["Flint","Michigan","Alabama","North Carolina","Puerto Rico","District of Columbia","Oregon","Virginia","Maine","Vermont","Ohio"],"frame_perspective":[],"analysis_type":["correlational analysis","policy assessment"]},{"id":"prio-001871","url":"https://climateinsightsdirectory.org/document/prio-001871","title":"Urban Youth Bulges and Social Disorder","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":"2009-11","source_url":"https://cdn.cloud.prio.org/files/5276c095-833e-47d2-910b-52b1c1f3b9b9/WPS5110.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","analysis_type"],"summary":{"text":"The study finds that large urban male youth bulges are not generally associated with increased risks of social disturbance. Instead, factors such as the absence of democratic institutions, low economic growth, and low secondary educational attainment are robustly linked to higher levels of urban social disorder.","ai_generated":true,"unit":"prio-001871#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Large urban male youth bulges aged 15–24 are generally not associated with an increased risk of either violent or non-violent social disturbance.","ai_generated":true,"unit":"prio-001871#insight-1","date_modified":"2026-10-23"},{"text":"Proxy measures of youth exclusion, including high levels of informal employment, male gender imbalances, and expansions in tertiary education, do not appear to increase the risk that urban male youth bulges are associated with social disturbance.","ai_generated":true,"unit":"prio-001871#insight-2","date_modified":"2026-10-23"},{"text":"Low economic growth is consistently and robustly associated with increased levels of urban social disturbance.","ai_generated":true,"unit":"prio-001871#insight-3","date_modified":"2026-10-23"},{"text":"The absence of democratic institutions, specifically semi-democratic regimes, is associated with higher levels of both lethal and non-lethal social disturbance events compared to autocracies and democracies.","ai_generated":true,"unit":"prio-001871#insight-4","date_modified":"2026-10-23"},{"text":"Low levels of secondary educational attainment among males aged 20–24 are strongly associated with higher levels of disturbance, and higher secondary education levels are specifically linked to lower levels of lethal events.","ai_generated":true,"unit":"prio-001871#insight-5","date_modified":"2026-10-23"},{"text":"In Sub-Saharan African cities, growth in the youth population (aged 15–24) is associated with a significantly lower risk of social disturbance, while the relative size of the youth bulge is associated with more lethal events.","ai_generated":true,"unit":"prio-001871#insight-6","date_modified":"2026-10-23"},{"text":"City population size is positively associated with social disorder, though this was statistically significant primarily for lethal events.","ai_generated":true,"unit":"prio-001871#insight-7","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":[],"frame_perspective":[],"analysis_type":["cross-sectional time-series study","correlational analysis","exploratory research"]},{"id":"sei-001947","url":"https://climateinsightsdirectory.org/document/sei-001947","title":"Effects of Health Marketing Interventions on Cookstove Purchasing, Health Awareness and Willingness to Pay","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"en","date_published":null,"source_url":"https://www.sei.org/mediamanager/documents/Publications/SNV-2015-Cookstoves-health-Kenya-study.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The study tested three behavioral interventions to increase the adoption of improved cookstoves in Kenya. While initial results showed improvements in health awareness, these findings lost statistical significance when controlling for village fixed effects and baseline imbalances. No significant increase in cookstove purchases was observed, with cost and lack of financing identified as primary barriers.","ai_generated":true,"unit":"sei-001947#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Initial analysis indicated that all three treatment groups experienced a statistically significant increase in the health awareness index at the 1% or 5% level, though these results were not robust when village fixed effects and control variables were applied.","ai_generated":true,"unit":"sei-001947#insight-1","date_modified":"2026-10-23"},{"text":"Contrary to the researchers' hypotheses, the treatments were initially associated with a decrease in willingness to pay for an improved cookstove: the SMS group decreased by 1,189KSh (1% significance), the graphic imagery group by 963KSh (5% significance), and the goal setting group by 895KSh (10% significance).","ai_generated":true,"unit":"sei-001947#insight-2","date_modified":"2026-10-23"},{"text":"The goal setting treatment showed a small, statistically significant increase (at the 10% level) in the likelihood of respondents changing their cookstove between the baseline and endline surveys, although this effect disappeared when baseline covariates were included.","ai_generated":true,"unit":"sei-001947#insight-3","date_modified":"2026-10-23"},{"text":"Overall cookstove adoption was very low, with only 1.4% of the total sample changing their cookstove during the study period.","ai_generated":true,"unit":"sei-001947#insight-4","date_modified":"2026-10-23"},{"text":"Qualitative interviews revealed that the most critical factors influencing cookstove purchase decisions are cooking time, smoke emissions, and the price of the stove.","ai_generated":true,"unit":"sei-001947#insight-5","date_modified":"2026-10-23"},{"text":"Durability of materials is the primary physical feature considered by buyers, with a strong preference for metal and stainless steel over ceramic, which was perceived as prone to cracking.","ai_generated":true,"unit":"sei-001947#insight-6","date_modified":"2026-10-23"},{"text":"Financial constraints are a major barrier to adoption; only 49% of the sampled population reported having any savings, and loans and business proceeds were identified as the most helpful financing options.","ai_generated":true,"unit":"sei-001947#insight-7","date_modified":"2026-10-23"},{"text":"Respondents reported high qualitative satisfaction with the interventions: 78% found SMS messages useful (mean score 8.3/10), and all respondents in the graphic imagery group found the images of lungs effective in conveying the dangers of smoke.","ai_generated":true,"unit":"sei-001947#insight-8","date_modified":"2026-10-23"}],"climate_tags":["household air pollution","energy efficiency","climate finance","deforestation"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["randomized evaluation","quantitative analysis","qualitative interviews","correlational analysis"]}]}