L2 - The Scientific Process Flashcards
What is the purpose of the scientific process?
Ask questions to better understand the world
- Explanation
- Prediction
- Generalization
What are the key elements to the scientific method?
- Idea/Argument/Logic
- Testable
- Based on empirical observation
- Potential to overturn dogma
- Single observation or slow accumulation of evidence?
What are the challenges to knowing?
High Complexity:
- Species interactions
- Heterogeneous landscapes
Limited information and uncertainty
- We rarely have full knowledge of any ecological system
- Often difficult to observe phenomena directly
(e.g.: number of individuals in a large population, events 1B years ago)
Multiple Explanations
- What makes one explanation the best explanation?
What is a hypothesis?
- Make a prediction of the outcome with defined metrics of whether your prediction was correct or not.
- For instance, “good” or “bad” are not well defined metrics
- Quantifiable/measurable (an increase in 1°C) indicators are well defined metrics
What is a null hypothesis?
If we are in NOT in a state where our hypothesis is true, then what do we predict?
What is a “balance of evidence”?
The best current model, given the available information achieved through repetitive hypothesis testing and refining/rejecting/supporting initial hypotheses.
What is correlation vs. causation?
- Just because there is a connection between two things does not necessarily imply a causation
- However, a causation necessarily implies a correlation
What is the scientific process in a nutshell?
- Observation (pattern)
- Hypothesis generation - Hypothesis (link pattern with process)
- Hypothesis testing (experiments, surveys) - Observations (more patterns)
- Support/refine/reject previous hypothesis
What is the process for scientific publishing?
- Pitch study for funding (low success rate)
- Design study
- Perform, analyze data, interpret - often preliminary results are shared at conferences
- Submit to journal
- Screened by editor
- Reviewed by 2-3 reviewers
- Assessed for:- Soundness of experimental design
- Statistics
- Reasonable conclusions/interpretation
- Quality of writing/graphics
- Level of impact/relevance
- Papers are revised in response to feedback (if not rejected)
- Published !!
** Most “jobs” in scientific publishing are done by volunteer scientists
What is the structure of a scientific article?
- Abstract: why is the study ground breaking and what are the main findings?
- Introduction: context as to why the topic is important, arguments for hypothesis/study, situate work in the broader literature
- Methods: what did they do? provide enough details to replicate work
- Results: what did they find?
- Discussion: interpretation of findings, compare against other research findings, highlight strengths and weaknesses of project
Weaknesses in the scientific method? Re-evaluation and critique?
- Bias: analyzing only the components that prove your hypothesis to be true…
- Location: where are we getting our data from and how would this influence our results?