Bibliographic record
Abstract
The currently accepted scientonomic ontology includes two classes of epistemic elements – theories and methods. However, the ontology underlying the Encyclopedia of Scientonomy includes questions/topics as a basic element of its semantic structure. Ideally there should be no discrepancy between the accepted ontology of theoretical scientonomy and that of the Encyclopedia. I argue that questions constitute a distinct class of epistemic elements as they are not reducible to other elements that undergo scientific change – theories or methods. I discuss and reject two attempts at reducing questions to either descriptive or normative theories. According to the descriptive-epistemic account, scientific questions can be logically reduced to descriptive propositions, while according to the normative-epistemic account, they can be reduced to normative propositions. I show that these interpretations are incapable of capturing the propositional content expressed by questions; any possible reduction is carried at the expense of losing the essential characteristic of questions. Further, I find that the attempts to reduce questions to theories introduce an infinite regress, where a theory is an attempt to answer a question, which is itself a theory which answers another question, ad infintum. Instead, I propose to incorporate the question-answer semantic structure from erotetic logic in which questions constitute a distinct class of elements irreducible to propositions. An acceptance of questions into scientonomic ontology as a separate class of epistemic elements suggests a new avenue of research into the mechanism of question acceptance and rejection, i.e. how epistemic communities come to accept certain questions as legitimate and others as illegitimate. Suggested Modifications [Sciento-2018-0001]: Accept the following definition of question: Question ≡ a topic of inquiry. [Sciento-2018-0002]: Accept the ontology of epistemic elements with theories, methods, and questions as distinct epistemic elements. Reject the previously accepted ontology of epistemic elements. [Sciento-2018-0003]: Provided that modification [Sciento-2018-0002] is accepted, accept that the epistemic stance that can be taken by an epistemic agent towards a question is question acceptance (the opposite is unacceptance), defined as follows: Question Acceptance ≡ a question is said to be accepted if it is taken as a legitimate topic of inquiry. [Sciento-2018-0004]: Provided that modifications [Sciento-2018-0002] and [Sciento-2018-0003] are accepted, accept the following question as legitimate topics of scientonomic inquiry: Mechanism of Question Acceptance: How do questions become accepted as legitimate? What is the mechanism of question acceptance? Indicators of Question Acceptance: What are the historical indicators of theory acceptance? How can observational scientonomists establish that such-and-such a question was accepted as a legitimate topic of inquiry by a certain epistemic agent at a certain time?
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.023 | 0.026 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.004 |
| Science and technology studies | 0.009 | 0.082 |
| Scholarly communication | 0.021 | 0.045 |
| Open science | 0.003 | 0.010 |
| Research integrity | 0.009 | 0.010 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".