{"query_echo":{"q":"","filters":{"analysis_type":["frequency analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'frequency analysis' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":2,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=frequency+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":"cssn-000013","url":"https://climateinsightsdirectory.org/document/cssn-000013","title":"Conflicted transitions: Exploring the actors, tactics, and outcomes of social opposition against energy infrastructure","publisher":{"name":"Climate Social Science Network","organization":"climate-social-science-network"},"document_type":"research paper","language":"en","date_published":"2022-01-31","source_url":"https://cssn.org/conflicted-transitions-exploring-the-actors-tactics-and-outcomes-of-social-opposition-against-energy-infrastructure/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The research analyzes 130 case studies from the past decade to examine social mobilization against energy infrastructure, including low-carbon options. It identifies how national institutions and responses to global pressures influence the varying politics of energy transitions across different countries and energy types.","ai_generated":true,"unit":"cssn-000013#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The study utilizes a literature review and a dataset of 130 case studies from the last ten years to analyze opposition to various energy infrastructures, including nuclear power and renewable energy, as well as the actors, tactics (such as protest or litigation), and outcomes (such as labor protections, concessions, policy change, or remuneration) associated with these events.","ai_generated":true,"unit":"cssn-000013#insight-1","date_modified":"2026-10-23"},{"text":"The politics of energy transitions in carbon-intensive regions differ significantly by country and energy type, with these variations explained by differences in national institutions and their reactions to supranational or global pressures.","ai_generated":true,"unit":"cssn-000013#insight-2","date_modified":"2026-10-23"}],"climate_tags":["energy transition","renewable energy","nuclear power","energy infrastructure","climate policy"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["comparative analysis","network analysis","frequency analysis"]},{"id":"ucs-001130","url":"https://climateinsightsdirectory.org/document/ucs-001130","title":"ucs-2022-scientist-survey-raw-frequency-results-f5a38a00e0b53ec4.pdf","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"report","language":"en","date_published":null,"source_url":"https://www.ucs.org/sites/default/files/2023-02/UCS-2022-scientist-survey-raw-frequency-results.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","analysis_type"],"summary":{"text":"The survey results indicate that while a majority of federal scientists feel their direct supervisors support scientifically defensible positions, there are significant concerns regarding staff capacity, political influence, and the representation of marginalized groups in leadership.","ai_generated":true,"unit":"ucs-001130#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A significant portion of surveyed scientists identify limited staff capacity as a primary barrier to science-based decisions, with 43% citing it as a greatest barrier.","ai_generated":true,"unit":"ucs-001130#insight-1","date_modified":"2026-10-23"},{"text":"Regarding scientific integrity, 78% of respondents overall agree or strongly agree that their direct supervisor consistently supports scientists who present scientifically defensible positions, even if they are politically contentious.","ai_generated":true,"unit":"ucs-001130#insight-2","date_modified":"2026-10-23"},{"text":"There is a perceived gap in diversity within agency leadership; only 34% of respondents agree or strongly agree that their agency's senior leadership reflects the country's diversity, including representation from historically marginalized groups.","ai_generated":true,"unit":"ucs-001130#insight-3","date_modified":"2026-10-23"},{"text":"A majority of respondents (81%) report that they are required to obtain agency pre-approval before communicating with journalists.","ai_generated":true,"unit":"ucs-001130#insight-4","date_modified":"2026-10-23"},{"text":"Burnout is a prevalent issue among the surveyed workforce, with 62% of those experiencing burnout attributing it to a lack of staff capacity.","ai_generated":true,"unit":"ucs-001130#insight-5","date_modified":"2026-10-23"},{"text":"A substantial number of scientists (81%) agree or strongly agree that they have observed staff from historically marginalized groups facing additional barriers during hiring, promotion, and career development.","ai_generated":true,"unit":"ucs-001130#insight-6","date_modified":"2026-10-23"},{"text":"Regarding the impact of political interests, 35% of respondents agree or strongly agree that the level of consideration of political interests hinders their agency's ability to make science-based decisions.","ai_generated":true,"unit":"ucs-001130#insight-7","date_modified":"2026-10-23"},{"text":"A majority of respondents (79%) agree or strongly agree that their agency adheres to its scientific integrity policy.","ai_generated":true,"unit":"ucs-001130#insight-8","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":[],"frame_perspective":[],"analysis_type":["survey results","frequency analysis"]}]}