{"query_echo":{"q":"","filters":{"analysis_type":["empirical"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'empirical' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":5,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=empirical","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":"iai-000087","url":"https://climateinsightsdirectory.org/document/iai-000087","title":"Biomass is the main driver of changes in ecosystem process rates during tropical forest succession","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":"2025-01-15","source_url":"https://iai.int/es/pub_acad/biomass-in-the-main-driver-of-changes-in-ecosystem-process-rates-during-tropical-forest-succession/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","analysis_type"],"summary":{"text":"The study finds that aboveground biomass is the dominant driver of changes in biomass productivity, litter productivity, and litter decomposition during tropical forest succession, outweighing the effects of functional diversity and community-weighted trait means.","ai_generated":true,"unit":"iai-000087#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Aboveground biomass was identified as the strongest driver for all analyzed ecosystem processes during succession, including biomass productivity, litter productivity, actual litter decomposition, and potential litter decomposition.","ai_generated":true,"unit":"iai-000087#insight-1","date_modified":"2026-10-23"},{"text":"The relationship between biomass and process rates varied: biomass productivity, leaf litter productivity, and actual litter decomposition increased with initial standing vegetation biomass, while potential litter decomposition decreased.","ai_generated":true,"unit":"iai-000087#insight-2","date_modified":"2026-10-23"},{"text":"Functional diversity and community-weighted means are considered of secondary importance compared to vegetation quantity, likely because the rapid buildup of biomass during succession overrides the effects of community functional properties.","ai_generated":true,"unit":"iai-000087#insight-3","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":[],"frame_perspective":[],"analysis_type":["empirical"]},{"id":"bc3res-000213","url":"https://climateinsightsdirectory.org/document/bc3res-000213","title":"Climate change in African Mountains: an increasing challenge and contribution of local adaptation responses","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"policy brief","language":"en","date_published":"2025-01","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/202501291004031179988863.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document reports on interviews with 1,500 farmers in ten African mountain regions, identifying increased temperatures, reduced fog, and erratic rainfall as primary climatic changes. These changes have led to lower yields for maize, cassava, and coffee, as well as reduced milk production and increased soil erosion. Farmers are adapting through on-farm strategies like changing planting dates and adopting new crop varieties, though wealth and conflict significantly influence the capacity to adapt. The brief recommends improving access to credit and markets, enhancing knowledge exchange, and accounting for the impacts of violent conflict in adaptation planning.","ai_generated":true,"unit":"bc3res-000213#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Farmers across the studied African mountain regions have observed several climatic changes, most notably increased temperatures, reduced fog, changes in the amount and distribution of rainfall, and a rise in extreme climate events.","ai_generated":true,"unit":"bc3res-000213#insight-1","date_modified":"2026-10-23"},{"text":"Climate change is negatively impacting agriculture, livestock, and human health, specifically resulting in lower yields for coffee, maize, and cassava, decreased cow's milk production, increased pests and diseases, and higher rates of soil erosion and landslides.","ai_generated":true,"unit":"bc3res-000213#insight-2","date_modified":"2026-10-23"},{"text":"Local adaptation is primarily driven by on-farm strategies, such as adjusting planting dates, using new crop varieties, increasing soil conservation, and applying more fertilisers and pesticides, alongside increased veterinary care.","ai_generated":true,"unit":"bc3res-000213#insight-3","date_modified":"2026-10-23"},{"text":"The ability to adapt is heavily influenced by socio-economic factors; wealthier households implement more adaptation strategies, while violent conflict in regions like Cameroon and the Democratic Republic of Congo limits the number of strategies used.","ai_generated":true,"unit":"bc3res-000213#insight-4","date_modified":"2026-10-23"},{"text":"To improve adaptation, the document identifies three priorities: enhancing access to credit, technical skills, and markets; increasing knowledge exchange between farmers and providers of new technologies; and addressing the specific constraints caused by violent conflicts and national policies.","ai_generated":true,"unit":"bc3res-000213#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","smallholder","food security","soil erosion","biodiversity","climate finance","early warning system"],"geography_discussed":["Bale Mountains","Kigezi Highlands","Itombwe Mountains","Mount Kenya","Bamboutos","Mount Kilimanjaro"],"frame_perspective":[],"analysis_type":["empirical","policy analysis"]},{"id":"sei-000588","url":"https://climateinsightsdirectory.org/document/sei-000588","title":"Identifying salient drivers of livelihood decision-making in the forest communities of Cameroon: adding value to social simulation models","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2015-02-02","source_url":"https://www.sei.org/publications/identifying-salient-drivers-of-livelihood-decision-making-in-the-forest-communities-of-cameroon-adding-value-to-social-simulation-models/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The paper details the use of Knowledge elicitation tools (KnETs) in southeast Cameroon to formalize qualitative data on local strategies for community adaptive capacity and sustainable forest management. This process generates decision rules and statistical measurements that inform social simulation models by defining agent attributes and prioritizing scenarios. Findings indicate that while men and women within the same households often share common rule drivers, differences in livelihood strategies exist between poor and better-off farmers regarding the package of strategies chosen, the driver factors involved, and the prioritization of these strategies relative to individual goals.","ai_generated":true,"unit":"sei-000588#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The use of Knowledge elicitation tools (KnETs) allows for the formalization of qualitative data into decision rules that support sustainable forest management and community adaptive capacity under climatic and socio-environmental stressors.","ai_generated":true,"unit":"sei-000588#insight-1","date_modified":"2026-10-23"},{"text":"Methodological improvements to KnETs, including new statistical measurements, facilitate the creation of social simulation models by helping determine agent heterogeneity, attributes, and priority scenarios for testing.","ai_generated":true,"unit":"sei-000588#insight-2","date_modified":"2026-10-23"},{"text":"Analysis of decision-making in the region revealed that men and women in the same households often share common rule drivers, whereas the distinction between poor and better-off farmers is found in the specific combination, type, and prioritization of strategies used to reach their goals.","ai_generated":true,"unit":"sei-000588#insight-3","date_modified":"2026-10-23"}],"climate_tags":["adaptive capacity"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["methodological","empirical"]},{"id":"prio-001491","url":"https://climateinsightsdirectory.org/document/prio-001491","title":"Is the Hidden Hand an Iron Fist? Capitalism & Civil Peace, 1970–2005","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://cdn.cloud.prio.org/files/2704ec24-c851-4d1e-95a2-824e3cb39939/Is the Hidden Hand an Iron Fist Capitalism and Civil Peace 1970-2005.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The research investigates the relationship between capitalism and domestic peace, arguing that economies favorable to free enterprise reduce the risk of civil war by increasing the opportunity costs of rebellion. Using the Index of Economic Freedom and UCDP/PRIO conflict data from 1970–2005, the authors find that higher economic freedom is associated with a lower risk of conflict onset, a result that remains significant even when controlling for per capita income, institutional quality, and state repression. The study concludes that market-friendly policies do not undermine state autonomy to maintain peace, contrary to some globalization skeptics.","ai_generated":true,"unit":"prio-001491#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a statistically significant negative relationship between economic freedom and the risk of civil war onset; countries with higher levels of economic freedom are less likely to experience the start of a civil conflict.","ai_generated":true,"unit":"prio-001491#insight-1","date_modified":"2026-10-23"},{"text":"The impact of economic freedom on reducing conflict risk is substantively large and comparable to the effect of per capita income. For example, a country at the 75th percentile of economic freedom has a 43% lower risk of conflict onset than one at the 25th percentile.","ai_generated":true,"unit":"prio-001491#insight-2","date_modified":"2026-10-23"},{"text":"Economic freedom is a more robust predictor of peace than per capita income; once economic freedom is controlled for in the models, the estimated effect of income per capita is no longer significant.","ai_generated":true,"unit":"prio-001491#insight-3","date_modified":"2026-10-23"},{"text":"The peace-promoting effect of economic freedom persists regardless of the quality of government institutions or the level of state repression, suggesting that the result is not merely a byproduct of 'clean' institutions or the forced suppression of dissent.","ai_generated":true,"unit":"prio-001491#insight-4","date_modified":"2026-10-23"},{"text":"The findings support an opportunity-cost model where closed economies are more prone to civil war because they encourage 'rebellion specific capital' and illegal economic activity in the shadows, whereas open economies reward productive investment over rent-seeking.","ai_generated":true,"unit":"prio-001491#insight-5","date_modified":"2026-10-23"},{"text":"The results are robust across different samples and methods, including a sub-sample of non-Western countries and a fixed-effect regression, indicating that changes in economic freedom within countries influence conflict risk.","ai_generated":true,"unit":"prio-001491#insight-6","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Botswana","Sierra Leone"],"frame_perspective":[],"analysis_type":["empirical","quantitative","longitudinal"]},{"id":"prio-001857","url":"https://climateinsightsdirectory.org/document/prio-001857","title":"Where, when, and how does the UN work to prevent civil war in self-determination disputes?","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://cdn.cloud.prio.org/files/fb58a08f-e5a5-41a7-9c3b-d60c0e585533/Where when and how does the UN work to prevent civil war in self-determination disputes.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The research analyzes UNSC resolutions in self-determination disputes to determine what drives the UN's decision to take preventive action. The authors find that the UN is significantly more likely to intervene in nonviolent disputes that have a history of violence or are located in regions with a high potential for contagion. While the UN employs a variety of tools—most notably diplomacy and condemnation—political constraints, particularly the interests of the P-5 members, limit its ability to act based on specific dispute-level characteristics like factionalism or economic status.","ai_generated":true,"unit":"prio-001857#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The UN is significantly more likely to engage in preventive action in nonviolent self-determination disputes that have a prior history of violence.","ai_generated":true,"unit":"prio-001857#insight-1","date_modified":"2026-10-23"},{"text":"Regional contagion risk is a strong driver of UN intervention; the UN is more likely to act in nonviolent disputes when nearby states are experiencing internal armed conflict.","ai_generated":true,"unit":"prio-001857#insight-2","date_modified":"2026-10-23"},{"text":"The UN's response varies by the type of tool used: while history of violence strongly predicts all forms of intervention, regional contagion is primarily associated with 'lighter' actions like diplomacy and condemnation rather than the deployment of force.","ai_generated":true,"unit":"prio-001857#insight-3","date_modified":"2026-10-23"},{"text":"Political constraints, specifically the veto power and interests of the P-5 (China, France, the UK, the US, and Russia), severely limit UN action in disputes involving those states or their allies.","ai_generated":true,"unit":"prio-001857#insight-4","date_modified":"2026-10-23"},{"text":"Dispute-level characteristics—such as the number of factions, the presence of neighboring kin groups, or the level of democracy—do not strongly predict whether the UNSC will take preventive action.","ai_generated":true,"unit":"prio-001857#insight-5","date_modified":"2026-10-23"},{"text":"Diplomacy is a central and frequently used tool in the UN's preventive toolkit for self-determination disputes, reflecting a practical application of 'preventative diplomacy'.","ai_generated":true,"unit":"prio-001857#insight-6","date_modified":"2026-10-23"},{"text":"The UN rarely utilizes sanctions as a proactive tool in self-determination disputes, making them less common than new authorizations of force.","ai_generated":true,"unit":"prio-001857#insight-7","date_modified":"2026-10-23"},{"text":"The UN does not merely react to existing violence but acts proactively in nonviolent disputes to prevent the outbreak of civil war.","ai_generated":true,"unit":"prio-001857#insight-8","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["North Macedonia","Cyprus","Afghanistan","Bosnia and Herzegovina","Croatia","Sudan","Georgia"],"frame_perspective":[],"analysis_type":["quantitative","empirical","longitudinal"]}]}