Evaluation of team effectiveness and personal empathy for associations with professional quality of life and job satisfaction in companion animal practice personnel
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.
Bibliographic record
Abstract
OBJECTIVE: To examine variables of veterinary team effectiveness and personal empathy for associations with professional quality of life (ie, compassion satisfaction, burnout, and secondary traumatic stress) and job satisfaction in companion animal practice personnel. DESIGN: Cross-sectional survey. SAMPLE: Data from 232 surveys completed by personnel from 10 companion animal veterinary practices in 2 regions of the United States between April 7 and December 20, 2016. PROCEDURES: Online surveys were used to collect practice-level data (eg, practice type, setting, and staffing) and individual-level data (eg, demographics, job position, and years in the position and profession). Instruments used in developing the surveys included the Team Effectiveness Instrument, Davis Interpersonal Reactivity Index, Professional Quality of Life Scale, and a measure for job satisfaction. Data were evaluated for associations with professional quality of life and job satisfaction. RESULTS: Individual engagement was positively associated with job satisfaction, negatively associated with secondary traumatic stress, and moderated by levels of personal distress for compassion satisfaction and burnout. Toxic team environment was positively associated with burnout and negatively associated with job satisfaction. Empathetic concern and personal distress were both positively associated with secondary traumatic stress. Empathetic concern was moderated by team engagement for compassion satisfaction. CONCLUSIONS AND CLINCAL RELEVANCE: Results indicated that variables influencing professional quality of life and job satisfaction were multimodal and included aspects of team effectiveness and empathy; therefore, workplace strategies that enhance individual and team engagement and mitigate toxic team environments could potentially improve professional quality of life and job satisfaction in veterinary personnel.
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 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 | 0.017 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it