Women’s Personality Characteristics and Occupational Choice: Implications for Marital Instability
Bibliographic record
Abstract
The quality of marital relationships has been the focus of most researchers in recent times. This paper reviewedwomen’s personality traits/characteristics and choice of occupations in relation to marital instability. Furthermore,it emphasized that marital instability results from the effects of occupational stress, from non-flexible job choicesof women, socio-economic factors, infidelity amongst others. It concluded by suggesting ways of helpingNigerian women accomplish marital stability by applying reality therapy in occupational decision-making;teaching personality theories in higher institutions of learning, adoption and use of personality tests byemployers in determining women’s personality characteristics in order to ascertain their suitability for aparticular job and the role of Government, National Council of Women’s Society and significant others inorganizing enlightenment and sensitization programs for women on choice of jobs that will enhance positivemarital relationship.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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".