The conservation social sciences: What?, how? and why?: a report for conservation organizations, foundations, practitioners, agencies and researchers
Bibliographic record
Abstract
Each of the fields of conservation social science has made and can make a unique contribution to understanding the relationship between humans and nature and to improving conservation outcomes. Conservation scientists, practitioners and organizations recognize the importance of the conservation social sciences and are increasingly engaging in and funding conservation social science research. Yet conservation organizations and funders often lack a clear understanding of the breadth of the conservation social sciences, the types of questions that each field of conservation social science poses, the methods used by disciplinary specialists, or the potential contribution of each field of conservation social science to improving conservation practice and outcomes. Limited social science capacity and knowledge within conservation organizations may also mean that conservation practitioners and organizations looking to fund conservation social science research do not know where or how to begin defining a social science research agenda. This report presents a series of papers that were given as part of a workshop titled “The conservation social sciences: Clarifying ‘what?’, “how?’ and ‘why?’ to inform conservation practice” that occurred at the North American Congress for Conservation Biology in Missoula, Montana in July 2014. The workshop brought together specialists from the breadth of the conservation social sciences to define the contributions of their disciplines and fields to conservation through exploring the ‘what?’, ‘how?’ and ‘why?’ of each area of expertise. The resultant report aims to stimulate dialogue among conservation organizations, foundations, agencies, practitioners and researchers about the role of the conservation social sciences. It is intended to build capacity, promote knowledge and foster engagement with conservation social sciences in order to improve conservation practice and outcomes. The first chapter of the report introduces the conservation social sciences. The body of the report provides succinct synopses of the different conservation social sciences by specialists in Psychology, Economics, Sociology, Anthropology, Political Science and Governance, Human Dimensions, Political Ecology, Ethics, Education and Communication, Conservation and Development, and Science and Technology Studies. The concluding chapter a) provides a broad overview of the topics explored, questions asked, methods used and contributions made by each field of conservation social science and b) presents a process by which conservation organizations or funders can define and prioritize a conservation social science research agenda. We propose five steps to guide organizations wishing to better employ the conservation social sciences: 1) Recognize and overcome organizational barriers to incorporating conservation social sciences and build support for and understanding of the conservation social sciences; 2) Identify the conservation problem(s) that the organization aims to address and highlight their social dimensions; 3) Partner with social scientist(s) to frame key topics, questions and approach; 4) Brainstorm key topics for investigation or research questions and prioritize them to establish a conservation social science agenda; and 5) Partner with, contract or hire conservation social scientist(s) to carry out the work.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".