Stage 1: Individualizing the Research Context (Prompts 1-5)
This stage helps you integrate your personal experiences and unique insights into the context of your research.
Prompt 1. Please integrate my personal research experience [personal experience] naturally into the following research context [research background].
Example of use: "Please incorporate the following personal experience: 'I found traditional imaging diagnosis time-consuming and error-prone during my internship in a hospital' into this research context: 'Research on the application of deep learning in medical imaging diagnosis is on the rise, but its actual clinical value has yet to be verified.'"
Objective: To increase the authenticity of research motivations
Prompt 2. Please describe my specific observations and reflections during the research process [research process] as a prelude to the question.
Example of use: "During the training of a neural network model, I observed the following phenomenon: 'The model's accuracy drops significantly when dealing with highly noisy data'. Please help me generate a natural problem posing section based on this observation."
Goal: Demonstrate the discovery process of the research question
Prompt 3. Please incorporate my daily laboratory observations [lab observations] into the methodology construction process.
Example of use: "I observed in the lab that 'the system becomes unstable every time it processes large-scale datasets'. Please incorporate this observation into my methodology chapter explaining why a new data processing framework should be designed."
Objective: To increase the real context in which the methodology is generated
Prompt 4. Please describe my scholarly discussions [scholarly discussions] with mentors and peers as a basis for theory development.
Example of use: "Please incorporate this academic discussion, 'The instructor suggested considering the temporal properties of the data, and a classmate suggested that the idea of reinforcement learning could be borrowed,' into the process of constructing a theoretical framework in a natural way."
Goal: Show the process of meeting ideas
Prompt 5. Please incorporate my confusion and breakthroughs during the literature research process [literature research] naturally into the synthesis section.
Example of use: "While reading the literature, I found this contradiction: 'School A emphasizes model accuracy and School B emphasizes speed of reasoning'. Please help me incorporate this confusion and subsequent thinking into the literature review section."
Goal: Reflect the thinking process of the literature review
Stage 2: Realization of the experimental process (Prompts 6-10)
This stage helps you show real experimental processes and thinking.
Prompt 6. Describe my repeated attempts and failures during the design of the experiment [experimental experience].
Example of use: "Please incorporate this experimental failure experience: 'Initially used Adam optimizer with poor results, switched to SGD after trying multiple learning rates' into the evolutionary description of the experimental methodology."
Goal: Show the real journey of the experiment
Prompt 7. Please combine my intuitive judgment of the experimental phenomena with a rational analysis [experimental analysis].
Example of use: "I observed this phenomenon: 'The model performs unusually well on certain samples' and my intuitive judgment is: 'These samples may have special patterns'. Please help me put this process into a paragraph of analysis."
Goal: Reflect the researcher's thought process
Prompt 8. Please describe the specific considerations and choices I made in processing the experimental data [Data Processing].
Example of use: "Please translate this data processing decision: 'All outliers were retained as they were found to reflect important boundary conditions' into a narrative paragraph in the Methodology section."
Objective: To demonstrate the decision-making process for data processing
Prompt 9. Please incorporate my concerns and solutions [the validation process] into the discussion as I go through the process of validating my hypothesis.
Example of use: "My initial hypothesis was that 'model performance should improve with increasing data volume', but experiments revealed that this is not the case. Please help me translate this process into a discussion paragraph."
Goal: To reflect the authenticity of scientific inquiry
Prompt 10. Describe the specific shifts in my thinking during the optimization of the algorithm [optimization process].
Example of use: "Please incorporate this shift in my thinking: 'from striving for accuracy to focusing on speed of reasoning' into the description of the algorithm optimization section in a reasonable way."
Goal: Demonstrate the evolution of research ideas
Stage 3: Individualization of the analysis of results (Prompts 11-15)
This stage helps you personalize your interpretation of the findings.
Prompt 11. Please combine my subjective interpretation of the experimental results with an objective analysis [interpretation of the results].
Example of use: "My subjective feeling is: 'This result is unexpected' and the objective data shows: 'Accuracy improved by 151 TP3T'. Please help me naturally combine the two into one paragraph of analysis."
Objective: To deepen the hierarchy of interpretation of results
Prompt 12. Describe my specific thought process when dealing with anomalous data [Anomaly Handling].
Example of use: "Please translate this process: 'Three sets of anomalous data were found and confirmed to represent real scenarios through cross-validation' into a paragraph of exposition in the analysis of the results."
Goal: Demonstrate rigor in data analysis
Prompt 13. Please incorporate my personal insights [research findings] naturally as I summarize my research findings.
Example of use: "Please incorporate this insight of mine, 'Interpretability of models is more important than pure performance improvement,' into the conclusion section naturally in the context of specific research findings."
Objective: To add depth to the findings of the study
Prompt 14. Please describe the feedback and reflections I have received while interacting with my peers [Peer Feedback].
Example of use: "Please translate this conference feedback: 'Physicists suggest considering entropy changes in systems' into a discussion paragraph on future research directions."
Objective: To demonstrate the impact of scholarly communication
Prompt 15. Please combine my understanding of the limitations of the study with ideas for improvement [limited thinking].
Example of use: "Please combine this limitation realization: 'The model performs poorly on noisy data' and the improvement idea: 'Consider introducing an adaptive filtering mechanism' into one paragraph of discussion."
Objective: To reflect the depth of analysis of the problem
Stage 4: Personalization of Academic Innovation (Prompts 16-20)
This stage helps you demonstrate personalized academic innovation.
Prompt 16. Describe my thought process [innovation process] in coming up with an innovative approach.
Example of use: "Please translate the process of formation of this innovative idea: 'Inspired by quantum computing, applying the concept of entanglement to feature extraction' into a descriptive paragraph of methodological innovation."
Objective: To demonstrate the origins of innovation
Prompt 17. Please incorporate my unique understanding of the value of research [value understanding] into the discussion.
Example of use: "Please translate this value judgment: 'The method saves time in clinical practice in the diagnosis of 70%' into a thesis paragraph on the significance of the study."
Objective: To deepen the interpretation of values
Prompt 18. Describe my thinking and attempts at interdisciplinary research [interdisciplinary research].
Example of use: "Please translate this interdisciplinary connection: 'Applying biological evolutionary algorithms to network optimization' into an innovation point description."
Goal: Demonstrate breadth of thinking
Prompt 19. Please personalize my thoughts and plans for future research directions [future plans].
Example of use: "Please translate these two future plans: 'Develop lightweight model versions' and 'Enhance model interpretability' into the Future Outlook section."
Objective: To reflect the continuity of research
Prompt 20. Please help me to organize my personal insights and experiences throughout the research process [research insights].
Example of use: "Please translate this research insight: 'From initial algorithmic optimization to an eventual focus on practical application value' into a summary paragraph in the conclusion section."
Goal: Show the growth of the study
