Disruptive Individual Experiences Create Lifetime Periods: a Study of Autobiographical Memory in Persons with Spinal Cord Injury
Bibliographic record
Abstract
Summary Previous research showed that transitional events causing catastrophic and long‐lasting changes in group of people's lives (e.g., wars) create autobiographical periods. We investigated whether spinal cord injury (SCI), an involuntary and externally driven disruptive event at the individual level, would also act as a temporal landmark and spawn personal periods and whether these periods have comparable functions and temporal characteristics as those generated at the group level. Thirteen volunteers with SCI recalled a cue‐related autobiographical event for each of 22 cue words. Later, participants thought aloud when dating each event. We used the prevalence of injury‐related references as an index of the degree to which spinal cord injury affects people's lives. We found frequent references to injury for the period neighboring injury event. Unexpectedly, we also found that SCI resulted in post‐injury decrease in event memory. Results imply that SCI provides a temporal landmark and creates an autobiographical period.Copyright © 2015 John Wiley & Sons, Ltd.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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 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".