RECORD
Haderach Principle: symbiosis of scientific formalism and informal perspectives
Physics and Society · Submitted 10 Mar 2025
abstract compiled · 2026-09-23 · no language-model review
The authors' main claim The developed approach can be used to optimize grant systems, allowing the elimination of barriers to new scientific directions and potential achievements without losing the stability of traditional schools.
The compiled record
The paper's own sentences, arranged. Each label is drawn from a closed vocabulary; the number beside it is the probability the classifier gave that label. Numbers in the tables are the authors', checked by code. No sentence in this record was written by a model.
Open the compiled record
The abstract, sentence by sentence
Current research funding systems are subject to structural imbalances, where formal criteria such as the H-index and the number of publications dominate over the potential and actual scientific prospects of researchers. This leads to the suppression of potential breakthrough research directions and limited access to grants for stochastic (innovative) researchers. In this paper, we propose a dynamic agent-based model of research grant redistribution that takes into account the adaptive mechanism of funding redistribution on the basis of the quality of stochastic research. The simulation was conducted on a sample of 21,534 Kazakhstani researchers with 30 iterations, during which the growth of the formal features of stochastic scientists was analyzed under different grant distribution scenarios. A grant redistribution parameter {\lambda} was introduced, which controls adaptive funding. The results showed that at {\lambda}=0.15, stochastic scientists begin to catch up with formal scientists in terms of productivity without destabilizing the scientific system. On the basis of the data obtained, a principle called the Haderach principle was proposed. It consists of a dynamic balance between formal (stable) and stochastic (informal) science. The developed approach can be used to optimize grant systems, allowing the elimination of barriers to new scientific directions and potential achievements without losing the stability of traditional schools. New concepts and terms of scientific vocabulary are introduced: the Haderach principle, excluded science, supplemented science, grant monopoly, and so on. Article structured V new IRPAS (Induction, Related Works, Processing, Analysis, Synthesis) notations.
background contribution method result interpretation main claim
| # | sentence | role | the authors' own work | states the main conclusion | strength |
|---|---|---|---|---|---|
| s0 | Current research funding systems are subject to structural imbalances, where formal criteria such as the H-index and the number of publications dominate over the potential and actual scientific prospects of researchers. | background 1.00 | 0.05 | 0.03 | asserted 1.00 |
| s1 | This leads to the suppression of potential breakthrough research directions and limited access to grants for stochastic (innovative) researchers. | background 0.97 | 0.06 | 0.04 | asserted 1.00 |
| s2 | In this paper, we propose a dynamic agent-based model of research grant redistribution that takes into account the adaptive mechanism of funding redistribution on the basis of the quality of stochastic research. | contribution 0.75 | 0.86 | 0.05 | asserted 0.97 |
| s3 | The simulation was conducted on a sample of 21,534 Kazakhstani researchers with 30 iterations, during which the growth of the formal features of stochastic scientists was analyzed under different grant distribution scenarios. | method 1.00 | 0.95 | 0.03 | asserted 0.98 |
| s4 | A grant redistribution parameter {\lambda} was introduced, which controls adaptive funding. | method 0.95 | 0.89 | 0.03 | asserted 0.99 |
| s5 | The results showed that at {\lambda}=0.15, stochastic scientists begin to catch up with formal scientists in terms of productivity without destabilizing the scientific system. | result 1.00 | 0.95 | 0.46 | asserted 1.00 |
| s6 | On the basis of the data obtained, a principle called the Haderach principle was proposed. | contribution 0.86 | 0.89 | 0.17 | asserted 0.99 |
| s7 | It consists of a dynamic balance between formal (stable) and stochastic (informal) science. | contribution 0.83 | 0.46 | 0.45 | asserted 0.99 |
| s8 | The developed approach can be used to optimize grant systems, allowing the elimination of barriers to new scientific directions and potential achievements without losing the stability of traditional schools. | interpretation 0.67 | 0.36 | 0.43 | hedged possibility 0.76 |
| s9 | New concepts and terms of scientific vocabulary are introduced: the Haderach principle, excluded science, supplemented science, grant monopoly, and so on. | contribution 1.00 | 0.86 | 0.04 | asserted 1.00 |
| s10 | Article structured V new IRPAS (Induction, Related Works, Processing, Analysis, Synthesis) notations. | contribution 0.78 | 0.80 | 0.03 | asserted 0.98 |
What was examined, and what was not
- arXiv listing abstract v1
- full text
- figures and tables
- references and citing sentences
- relations to other papers
- P abstract
- S sections
- T body sentences
- C citations
- R cross-paper relations
The paper
Original abstract
Current research funding systems are subject to structural imbalances, where formal criteria such as the H-index and the number of publications dominate over the potential and actual scientific prospects of researchers. This leads to the suppression of potential breakthrough research directions and limited access to grants for stochastic (innovative) researchers. In this paper, we propose a dynamic agent-based model of research grant redistribution that takes into account the adaptive mechanism of funding redistribution on the basis of the quality of stochastic research. The simulation was conducted on a sample of 21,534 Kazakhstani researchers with 30 iterations, during which the growth of the formal features of stochastic scientists was analyzed under different grant distribution scenarios. A grant redistribution parameter {\lambda} was introduced, which controls adaptive funding. The results showed that at {\lambda}=0.15, stochastic scientists begin to catch up with formal scientists in terms of productivity without destabilizing the scientific system. On the basis of the data obtained, a principle called the Haderach principle was proposed. It consists of a dynamic balance between formal (stable) and stochastic (informal) science. The developed approach can be used to optimize grant systems, allowing the elimination of barriers to new scientific directions and potential achievements without losing the stability of traditional schools. New concepts and terms of scientific vocabulary are introduced: the Haderach principle, excluded science, supplemented science, grant monopoly, and so on. Article structured V new IRPAS (Induction, Related Works, Processing, Analysis, Synthesis) notations.
Human review
Discussion
Know something about this paper? Leave a comment, or highlight any passage above to comment on it.