Will the Satisfaction of Basic Psychological Needs Induce the Presence of a Calling?
Bibliographic record
Abstract
Career callings manifest when work is viewed as a vital part of one’s identity. Employees who experience a career calling tend to report beneficial outcomes (e.g., career self-efficacy, job satisfaction, and work engagement), but researchers know much less about the factors that shape the presence of a career calling. This study seeks to understand what induces women working in domestic violence services to experience the presence of a career calling. We draw upon basic psychological need theory to hypothesize that the satisfaction of the basic needs for autonomy, competence, and relatedness will promote calling presence. Two-wave survey data were collected from 207 women working in domestic violence services. Cross-lagged panel modeling results showed that satisfaction of the basic needs for competence and relatedness (but not autonomy) were positively associated with calling presence. Our findings provide key insights into the utility of basic psychological need theory for understanding the antecedents to the presence of a career calling. Limitations, directions for future research, and implications are discussed.
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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 | 0.002 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.005 | 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".