562 extractive question-and-answer pairs built from ijte journal 02, published by ncte.gov.in. Every answer is a verbatim span of text the source prints, and each row carries the passage it sits in, its offset in that passage, the source quote, the page and the location in the document, so any row can be checked against the original. 300 of the 562 pairs (53.4%) are explanatory questions and 262 restate a figure. 99.64% of rows pass the corpus quality gate.
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# One-time install: pip install desidata
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import desidata
df = desidata.load("indian-journal-of-teacher-education-ijte-issue-02-question-and-answer-dataset")
df.head()Sign in with Google to download.
Usable for analysis, but expect some cleaning before you rely on it.
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First 10 of 562 rows
| question | answer | context | answer_start | question_type | knowledge_quality_score | source_quote | source_page | source_location | confidence | validation_status |
|---|---|---|---|---|---|---|---|---|---|---|
| What is identified as a major concern in teacher education? | the persistent gap between pedagogical theory and classroom practice | The traditional model of teacher education is still largely theory-driven and examination-oriented; it no longer provides an adequate preparation for these complex realities. One major concern is the persistent gap between pedagogical theory and classroom practice. Newly trained teachers often struggle to manage real-life challenges like inclusive pedagogy and classrooms, learner diversity, and contextual constraints. | 196 | definition | 1.000 | One major concern is the persistent gap between pedagogical theory and classroom practice. | 7 | page=7,block=0 | 0.850 | valid |
| What does intrinsic motivation mean in the context of professional development? | an individual’s internal drive to learn and improve for personal satisfaction and professional growth | The Psychology of Professional Motivation: Motivation of teachers to engage in professional development be broadly categorized into intrinsic and extrinsic forms. Intrinsic motivation refers to an individual’s internal drive to learn and improve for personal satisfaction and professional growth. Extrinsic motivation, on the other hand, arises from external incentives such as promotions, salary increments, or mandatory | 194 | definition | 1.000 | Intrinsic motivation refers to an individual’s internal drive to learn and improve for personal satisfaction and professional growth. | 94 | page=94,block=0 | 0.850 | valid |
| What is the philosophical foundation of NEP 2020 rooted in? | the civilisational and cultural philosophy of India | The philosophical underpinning of NEP 2020 lies in the civilisational and cultural philosophy of India, which holds education as holistic, multidisciplinary, and integrated process of development of the intellect, morals, and social character. Instead, it appeals to the philosophy that education aims at developing qualities, morals, social commitments, and national awareness alongside knowledge and technical skills. Its philosophical basis is in sync with the ideas of Pandit Deendayal Upadyay’s Integral Humanism Philosophy, stressing all-around growth and development. The NEP-2020 embraces the educational vision expressed by visionaries such as Atal Bihari Vajpayee, who envisioned education as the foundation for a self-dependent, robust Indian nation. | 51 | definition | 1.000 | The philosophical underpinning of NEP 2020 lies in the civilisational and cultural philosophy of India, which holds education as holistic, multidisciplinary, and integrated process of development of the intellect, morals, and social character. | 5 | page=5,block=0 | 0.700 | valid |
| What roles does the NEP 2020 envision for teachers beyond traditional teaching? | mentors, nation builders, and are entrusted with creating illumined and responsible Indian citizens | Teachers, under this rubric, are more than just pedagogues; they are mentors, nation builders, and are entrusted with creating illumined and responsible Indian citizens. this policy relies on the constructivist learning approaches, which emphasizes critical reflection and questioning, practice-based learning etc. This also emphasis the vision of Prime Minister, Shri Narendra Modi, that India must become a learning society where teachers themselves also develop by learning through mentorship and online platforms. | 69 | definition | 1.000 | Teachers, under this rubric, are more than just pedagogues; they are mentors, nation builders, and are entrusted with creating illumined and responsible Indian citizens. | 5 | page=5,block=0 | 0.700 | valid |
| What does experiential learning help develop in students? | a sense of civic responsibility | collaborative partnerships between universities and local non-profits can lead to innovative solutions for community challenges while providing valuable experiential learning opportunities for students (Worrall, 2007). These aspects collectively amplify the value and outcomes of community-oriented activities, leading to a flow of knowledge and support between educational institutions and the populations they aim to serve. Community engagement in higher educational institutions (HEIs) is vital for fostering a holistic academic environment that benefits both students and the wider community. Through integrating service-based projects into coursework, students gain opportunities to translate academic theories into practical, real-life applications. This method of learning through experience not only enhances students’ academic skills but also cultivates a sense of civic responsibility. | 863 | definition | 1.000 | This method of learning through experience not only enhances students’ academic skills but also cultivates a sense of civic responsibility. | 14 | page=14,block=0 | 0.700 | valid |
| What is the main focus of the STEM and STEAM educational philosophy? | a holistic and integrated approach to teaching | understanding the relationship between sugar (glucose) concentration and fermentation rate provides an ideal model for studying biological systems in a controlled educational setting. Educational Context Modern education increasingly emphasizes the importance of interdisciplinary and experiential learning—an approach that reflects the interconnectedness of knowledge in the real world. This philosophy is central to the STEM (Science, Technology, Engineering, and Mathematics) and STEAM (Science, Technology, Engineering, Arts, and Mathematics) educational models, which promote a holistic and integrated approach to teaching. These models are designed to help students apply academic content to real- life problems, develop critical 21st-century skills, and foster innovation, creativity, and collaboration (Beers, 2011; Herro & Quigley, 2016). | 581 | definition | 1.000 | This philosophy is central to the STEM (Science, Technology, Engineering, and Mathematics) and STEAM (Science, Technology, Engineering, Arts, and Mathematics) educational models, which promote a holistic and integrated approach to teaching. | 30 | page=30,block=0 | ||
| What mathematical method was used to calculate the fermentation rate? | dividing the total volume of CO2 produced by the total time | Key mathematical applications included: • Rate Calculation: o Students calculated the fermentation rate by dividing the total volume of CO2 produced by the total time (e.g., 35 ml CO2 in 30 min = 1.17 ml/min). o Comparisons were made across groups to determine which glucose concentration yielded the highest fermentation rate. • Graphical Representation: o Students used graph paper or spreadsheet software to plot: • CO2 production (ml) vs. time (minutes) • Fermentation rate vs. glucose concentration o They identified key trends such as linear increase, optimal points, and saturation effects. • tatistical Analysi s: o In advanced groups, simple statistical tools like mean, mode, and range were calculated for CO2 values across trials. o Linear regression techniques were introduced to demonstrate how relationships between variables can be quantified and visualized. | 107 | definition | 1.000 | Key mathematical applications included: • Rate Calculation: o Students calculated the fermentation rate by dividing the total volume of CO2 produced by the total time (e.g., 35 ml CO2 in 30 min = 1.17 ml/min). | 34 | page=34,block=0 | ||
| What was used as a direct measure of yeast metabolic activity? | The volume of gas produced | To monitor and quantify the fermentation process, students used equal volume bottles sealed with balloons, allowing them to visually observe and measure carbon dioxide (CO2) accumulation. The volume of gas produced served as a direct indicator of yeast metabolic activity, as CO2 is a by-product of anaerobic respiration during fermentation. The key collective observations made across the groups were as follows: • 0% Glucose Solution: Groups working with the glucose-free solution consistently reported no observable signs of fermentation. The balloons remained deflated, and no gas accumulation was observed, either in the balloon or in any accompanying water displacement apparatus. | 188 | definition | 1.000 | To monitor and quantify the fermentation process, students used equal volume bottles sealed with balloons, allowing them to visually observe and measure carbon dioxide (CO2) accumulation. The volume of gas produced served as a direct indicator of yeast metabolic activity, as CO2 is a by-product of anaerobic respiration during fermentation. | 35 | page=35,block=0 | 0.700 | valid |
| What role does glucose play in yeast metabolism? | a fermentable substrate for yeast metabolism | This outcome clearly highlighted the essential role of glucose as a fermentable substrate for yeast metabolism. Without glucose, Saccharomyces cerevisiae cannot initiate glycolysis — the first step in the fermentation pathway — and thus cannot proceed to produce ethanol and carbon dioxide (Fleet & Heard, 1993). This reinforced the concept that enzymatic activity in yeast is substrate-dependent. • 5%, 10%, and 15% Glucose Solutions: Groups assigned to these glucose concentrations observed a clear, progressive increase in fermentation activity. In the 5% glucose setup, balloon inflation was noticeable after a short lag, with small volumes of gas forming steadily over time. The 10% and 15% glucose solutions exhibited even more pronounced fermentation, with faster balloon expansion, vigorous bubbling, foam formation, and a perceptible increase in warmth inside the flasks. | 66 | definition | 1.000 | This outcome clearly highlighted the essential role of glucose as a fermentable substrate for yeast metabolism. | 35 | page=35,block=0 | 0.700 | valid |
| What idea about biological responses was demonstrated by the reduced activity in the 20% glucose solution? | biological responses are not always linear or directly proportional to input variables | This observation helped students link fermentation outcomes to broader cellular physiological processes such as osmoregulation and membrane permeability. Through this collaborative investigation, students developed a nuanced understanding of how biological systems operate within specific environmental limits. They learned that biological responses are not always linear or directly proportional to input variables — a concept exemplified by the diminished activity in the 20% glucose solution. | 329 | definition | 1.000 | They learned that biological responses are not always linear or directly proportional to input variables — a concept exemplified by the diminished activity in the 20% glucose solution. | 36 | page=36,block=0 | 0.700 | valid |
Read straight from the file — download or use the API URL for the full dataset.
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