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Record W7083285105 · doi:10.7202/1120369ar

“Forgiveness is About Building Your Identity Again After the Transgression”: Narrative Identity and Turning Points in the Forgiveness Process

2025· article· en· W7083285105 on OpenAlex

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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueNarrative Works · 2025
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsForgivenessNarrativeIdentity (music)Construct (python library)Agency (philosophy)InterviewEmpowermentNarrative identity

Abstract

fetched live from OpenAlex

Forgiveness is a multilayered process. However, there is little research on how individuals construct their narrative identity through self-positioning at turning points in the forgiveness process. The present study investigated these questions by interviewing 22 Finnish adults, applying McAdams’s life story interview method. Data-driven thematic narrative analysis demonstrated six turning points for the positioning self: (1) prologue: reflecting on the self from a distance, (2) the self gets help from others, (3) battling with the self, (4) the enlightened self, (5) the self initiates confrontation and (6) epilogue: the stronger future self. For the participants, these turning points were complex and profound experiences. Narrative turning points of forgiveness represented the many shades and phases of the forgiveness process that shaped participants’ positions and lives. The process was not linear and included stalled phases. Self-positioning moved from transgression to forgiveness, and in this process, the self’s agency varied from external to active. Participants described turning points in narratives of learning and empowerment with a strong protagonist who wants to move on in life. Turning points of forgiveness and self-positions may take different narrative forms in the future as individuals continue to narrate their forgiveness.

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.626
Threshold uncertainty score0.764

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0010.002
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.016
GPT teacher head0.312
Teacher spread0.296 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it