Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The demarcation between science and non-science seems to play an important role in the process of scientific change, as theories regularly transition from being considered scientific to being considered unscientific and vice versa. However, theoretical scientonomy is yet to shed light on this process. The goal of this paper is to tackle the problem of demarcation from the scientonomic perspective. Specifically, we introduce scientificity as a distinct epistemic stance that an agent can take towards a theory. We contend that changes in this stance are to be traced and explained by scientonomy. Thus, we formulate a new law of theory demarcation to account for changes in scientificity within the scientonomic framework.
 
 Suggested Modifications
 [Sciento-2018-0013]: Accept scientificity as a distinct epistemic stance that epistemic agents can take towards theories.
 Also accept the following questions as legitimate topics of scientonomic inquiry:
 
 Scientificity: How should scientificity be defined?
 Scientificity of Methods: Can the epistemic stance of scientificity be taken towards methods? Can there be unscientific or pseudoscientific methods?
 Scientificity of Questions: Can the epistemic stance of scientificity be taken towards questions? Can there be unscientific or pseudoscientific questions?
 
 
 [Sciento-2018-0014]: Accept the following law as a new scientonomic axiom:
 
 The Law of Theory Demarcation: if a theory satisfies the demarcation criteria of the method employed at the time, it becomes scientific; if it does not, it remains unscientific; if assessment is inconclusive, the theory’s status can become scientific, unscientific, or uncertain.
 
 Accept that the law of theory demarcation is not a tautology.
 Also accept the following questions as legitimate topics of scientonomic inquiry:
 
 Indicators of Theory Scientificity: What are the historical indicators of a theory’s scientificity? Can traditional indicators like textbooks, encyclopedias, conference proceedings, and journals be used to determine if evaluation by the demarcation criteria took place?
 Indicators of Conclusiveness for Scientificity Assessment: What are the historical indicators that an assessment by the demarcation criteria was conclusive or inconclusive? Does the lack of agreement or evidence count in favor of inconclusive assessment outcome?
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.028 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.014 | 0.285 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.003 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it