The interpersonal skills of recent U.S. entrants to the field of healthcare management
Bibliographic record
Abstract
A national survey was conducted to determine the current state of senior executive perceptions of recent entrant managers within corporate headquarters, hospital systems, and freestanding hospitals. The survey was constructed based on leadership interpersonal competencies and competency-based career development programs. A total of 676 respondents returned a survey, representing 31% of the mailing sample. The goal of the research was to determine the perceptions that senior executives have about the interpersonal skills of recent entrants to the field of health care management and identify best practices for organizational training of such entrants. Findings reveal that senior executives view the recent entrant manager favorably regardless of age, gender, education, and non-clinical/clinical background. Senior executives also observed the need to require additional training of recent entrant managers in areas of management skills on understanding organizational politics, using a variety of techniques to influence others, handling difficult people or situations using diplomacy, confronting others about their mistakes, and exercising authority.
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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 | 0.000 |
| 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) | 0.000 | 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 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".