This paper is published in Volume-12, Issue-2, 2026
Area
Natural Language Generation
Author
Nambarm Athoiba Khuman, Naman Kumar Sharma, Soshya Joshi
Org/Univ
SRM Institute of Science and Technology, Tamil Nadu, India
Keywords
Medical-Legal Rights Awareness, Deterministic Systems, Proof-Carrying Systems, Rule-Based Classification, Template-Based Generation, Patient Rights, Medical Ethics, Auditability, Safety-Critical AI.
Citations
IEEE
Nambarm Athoiba Khuman, Naman Kumar Sharma, Soshya Joshi. A Proof-Carrying Medical Legal Right Advisor where Natural Language Generation is Intentionally Non-Intelligent, International Journal of Advance Research, Ideas and Innovations in Technology, www.IJARIIT.com.
APA
Nambarm Athoiba Khuman, Naman Kumar Sharma, Soshya Joshi (2026). A Proof-Carrying Medical Legal Right Advisor where Natural Language Generation is Intentionally Non-Intelligent. International Journal of Advance Research, Ideas and Innovations in Technology, 12(2) www.IJARIIT.com.
MLA
Nambarm Athoiba Khuman, Naman Kumar Sharma, Soshya Joshi. "A Proof-Carrying Medical Legal Right Advisor where Natural Language Generation is Intentionally Non-Intelligent." International Journal of Advance Research, Ideas and Innovations in Technology 12.2 (2026). www.IJARIIT.com.
Nambarm Athoiba Khuman, Naman Kumar Sharma, Soshya Joshi. A Proof-Carrying Medical Legal Right Advisor where Natural Language Generation is Intentionally Non-Intelligent, International Journal of Advance Research, Ideas and Innovations in Technology, www.IJARIIT.com.
APA
Nambarm Athoiba Khuman, Naman Kumar Sharma, Soshya Joshi (2026). A Proof-Carrying Medical Legal Right Advisor where Natural Language Generation is Intentionally Non-Intelligent. International Journal of Advance Research, Ideas and Innovations in Technology, 12(2) www.IJARIIT.com.
MLA
Nambarm Athoiba Khuman, Naman Kumar Sharma, Soshya Joshi. "A Proof-Carrying Medical Legal Right Advisor where Natural Language Generation is Intentionally Non-Intelligent." International Journal of Advance Research, Ideas and Innovations in Technology 12.2 (2026). www.IJARIIT.com.
Abstract
This paper presents PC-MLRA (Proof-Carrying Medical-Legal Rights Advisor), a deterministic system designed to provide structured awareness of patient rights and professional ethics in medical contexts. The system maps user queries to legally grounded responses through a fixed, rule-based pipeline without machine learning or generative language models. Responses are generated using predefined templates linked to a static legal knowledge base derived from the NHRC Charter of Patients’ Rights (2019) and the IMC Ethics Regulations (2002). Each output can include a structured proof trace that records the matched intents, activated clauses, and template selection, enabling auditability and reproducibility. The system is evaluated with respect to determinism, legal clause coverage, trace completeness, and safety under ambiguous queries.
