Evidence map›Paper›PMID 42488498›Full record

ArticleFrontiers in systems biology2026

The Remission Therapy Inquiry-Based Research Model (RIRM): a conceptual framework for mechanistic hypothesis generation.

Pichit Suvanprakorn, Krit Pongpirul

Abstract read
In one paragraph

Article in Frontiers in systems biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Pichit SuvanprakornThai Red Cross Society, Bangkok, Thailand.
Krit PongpirulCenter of Excellence in Preventive and Integrative Medicine (CE-PIM), Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Modern biomedical research excels at validating hypotheses but often struggles with conceptual discovery. The emphasis on statistical significance has fostered a culture of measurement without mechanism-abundant evidence, yet limited progress toward durable restoration of health. The Remission Therapy Inquiry-Based Research Model (RIRM) was developed to address this gap by reframing how scientists reason about the mechanisms through which biological systems achieve functional coherence and recovery. Concept: In RIRM, True Remission is used not as a biological endpoint but as a conceptual lens for mechanistic inquiry. The framework guides researchers to identify the mechanistic origins of clinical phenomena-whether cellular, molecular, systemic, adaptive, or emergent through interacting biological systems-and to reason explicitly about how functional coherence may be restored. This process is organized through twelve self-inquiry questions and a route-based algorithmic roadmap that make early-stage scientific reasoning explicit, traceable, and open to examination. Perspective: RIRM bridges qualitative and quantitative epistemologies by integrating the interpretive depth of grounded theory with the structural discipline of systems medicine. Rather than replacing empirical validation, it strengthens the conceptual foundations that precede experimentation. By shifting emphasis from the reproducibility of outcomes alone toward the transparency, coherence, and reproducibility of reasoning, RIRM positions mechanistic inquiry itself as a legitimate domain of scientific rigor in biomedical research. As a conceptual framework, it offers a structured approach for organizing, teaching, evaluating, and refining mechanistic hypotheses across multiple levels of biological interpretation.

Indexed as

cognitive analyticsconceptual discoverygrounded theoryinquiry-based learningmechanistic reasoningremissionreproducibility of reasoningsystems medicine

Identifiers

PMID42488498
PMCPMC13389765

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.