Bibliographic record
Abstract
The life cycle and its study are seen as the locus of dialectical intersections through the several perspectives of the contributors to this symposium. Sardello and Datan locate the dialectic of the life cycle at the interface between youth and age: Sardello proposes that the polarities of youth and age are united in the individual’s dialectical consciousness of the life cycle, while Datan argues that the narcissism of the life cycle, binding the individual in temporal constraints, acts as a barrier to this unity, and that narcissism is an element in the intrapsychic origins of generational conflict. Rappoport places the dialectic of the life cycle at the interface between the individual life cycle and its social context, noting that the unity between youth and age is a consequence of the passivity imposed upon both. Marnocha sees the dialectical focus at the interface between subject and experimenter, suggesting that both must face their personal confrontation with death together in order to achieve a meaningful psychology of death. Cohler sees this dialectic as one example of the broader issue of the denial of subjective knowledge in the pursuit of objective knowledge, arguing for a dialectical synthesis of personal involvement and scientific investigation as particularly valuable in the study of the life cycle, aging, and death.
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 | 0.019 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.005 |
| Science and technology studies | 0.008 | 0.073 |
| Scholarly communication | 0.014 | 0.016 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.005 | 0.010 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".