Invariant Transformation of Human Time Representations at the Stage of Turning Events
Bibliographic record
Abstract
This article is devoted to the actual problem of studying the human representations of the lifetimes at the stage of turning events. Such events as: loss of a marriage partner, diseases associated with malignant neoplasm, deprivation of liberty, disability caused by an injury, and reproductive disorders acted as the turning events. The turning events violate the human self-organization considered as an open psychological system, create a certain bifurcation point for the human being, set the context of uncertainty and stability loss, and thereby determine the potential opportunity of finding new grounds to recover a dynamic equilibrium. The revealed invariant transformations of time representations in the era of reversal of life-violation of time integrity, narrowing of transspective review of life path, actualization of orientation to the past, positive reassessment of the past, loss of value of the present and future time, target and event uncertainty of life prospects, and dispersion of personal responsibility for the future.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".