Psycho-Emotional and Economic Resilience: A Case Study of the Widows of the Christian Male Victims of Suicide Attacks on Roman Catholic and Christ Churches in Youhanabad, Lahore
Bibliographic record
Abstract
Aim of this study was to examine the psycho-emotional and economic resilience of the widows of the Christians male victims of the suicide attacks on Roman Catholic and Christ churches in Youhanabad Lahore. A qualitative case study was conducted of the widows of to understand how they recovered from the loss. The study exuded that how the widows recovered from the loss of their husband’s with the help of their in-laws. Second, how widows met their economic needs by doing menial jobs, and with the help of aid provided by in-laws. Third, the help provided by the Churches. Living in a society with a Muslim concentration also affects the widows into Forced religion conversion. Furthermore, due to lesser check and balance on male orphans, they also get involved in various criminals’ activities to support their families. The conclusion was the factors helped the widows overcome the psycho-emotional loss and recover economically.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".