Journal IJCRT UGC-CARE, UGCCARE( ISSN: 2320-2882 ) | UGC Approved Journal | UGC Journal | UGC CARE Journal | UGC-CARE list, New UGC-CARE Reference List, UGC CARE Journals, International Peer Reviewed Journal and Refereed Journal, ugc approved journal, UGC CARE, UGC CARE list, UGC CARE list of Journal, UGCCARE, care journal list, UGC-CARE list, New UGC-CARE Reference List, New ugc care journal list, Research Journal, Research Journal Publication, Research Paper, Low cost research journal, Free of cost paper publication in Research Journal, High impact factor journal, Journal, Research paper journal, UGC CARE journal, UGC CARE Journals, ugc care list of journal, ugc approved list, ugc approved list of journal, Follow ugc approved journal, UGC CARE Journal, ugc approved list of journal, ugc care journal, UGC CARE list, UGC-CARE, care journal, UGC-CARE list, Journal publication, ISSN approved, Research journal, research paper, research paper publication, research journal publication, high impact factor, free publication, index journal, publish paper, publish Research paper, low cost publication, ugc approved journal, UGC CARE, ugc approved list of journal, ugc care journal, UGC CARE list, UGCCARE, care journal, UGC-CARE list, New UGC-CARE Reference List, UGC CARE Journals, ugc care list of journal, ugc care list 2020, ugc care approved journal, ugc care list 2020, new ugc approved journal in 2020, ugc care list 2021, ugc approved journal in 2021, Scopus, web of Science.
How start New Journal & software Book & Thesis Publications

INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 8 | Month- August 2026

Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 7.97 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(CrossRef DOI)

Submit Your Paper
Login to Author Home
Communication Guidelines

IJCRT WhatsApp Contact

  Published Paper Details:

  Paper Title

Foundations of Computational Thinking and AI Readiness in the Middle School Biology Classroom: A Bio-CT-AI Framework for Classes 6-8

  Authors

  Sri Lakshmi Viswanathan

  Keywords

Computational Thinking, AI Readiness, Unplugged Activities, Biology Education, Middle School STEM, Google Lens, Prompt Engineering.

  Abstract


This paper presents a structured framework for integrating Computational Thinking (CT) and AI Readiness into middle school biology classrooms (Classes 6-8). The Bio-CT-AI Framework is a three-phase pedagogical model: Phase 1--Computational Thinking through biology (Decomposition, Pattern Recognition, Abstraction, Algorithmic Thinking); Phase 2--AI-Assisted Inquiry using Google Lens and ChatGPT; and Phase 3--Reflection and Evaluation through comparison of AI outputs with textbook knowledge. Over five weeks, 328 students participated in batch-wise activities. Post-intervention data showed 82% proficiency in writing sequential steps (+48%), 88% in pattern recognition (+47%), and 79% able to explain AI bias (+67%). The framework is unplugged for Classes 6 and 7, with hands-on AI tools introduced in Class 8. Results demonstrate that AI readiness in schools should extend beyond tool usage to developing the thinking processes required to engage with AI meaningfully and ethically. The model offers a scalable, low-cost approach (INR0.61 per student) for preparing middle school learners for an AI-driven world.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2607248

  Paper ID - 311598

  Page Number(s) - c422-c436

  Pubished in - Volume 14 | Issue 7 | July 2026

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Sri Lakshmi Viswanathan,   "Foundations of Computational Thinking and AI Readiness in the Middle School Biology Classroom: A Bio-CT-AI Framework for Classes 6-8", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.14, Issue 7, pp.c422-c436, July 2026, Available at :http://www.ijcrt.org/papers/IJCRT2607248.pdf

  Share this article

  Article Preview

  Indexing Partners

indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
Call For Paper August 2026
Indexing Partner
ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
DOI Details

Providing A digital object identifier by DOI.org How to get DOI?
For Reviewer /Referral (RMS) Earn 500 per paper
Our Social Link
Open Access
This material is Open Knowledge
This material is Open Data
This material is Open Content
Indexing Partner

Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 7.97 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI)

indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer
indexer