Pressures to “Measure Up” in Surgery
Bibliographic record
Abstract
OBJECTIVE: To identify pressures created by surgical culture and social setting and explore mechanisms for how they might impact operative decision-making. BACKGROUND: Surgeons apply judgments within a powerful social context and are constantly socialized and influenced by communicative exchanges. In this study, the authors characterized the nature of the surgical social context, focusing on the interactions between external social influences and the cognitive ability of the surgeon to respond to uncertain, unexpected, or critical moments in operations. METHODS: The authors reviewed the sociological and psychosocial literatures to examine concepts in identity construction, socialization process, and image management literatures and synthesized a conceptual framework allowing for the examination of how social factors and image management might impact surgical performance. RESULTS: The surgeon's professional identity is constructed and negotiated on the basis of the context of surgical culture. Trainees are socialized to display confidence and certainty as part of the "hidden curriculum" and several sociocultural mechanisms regulating "appropriate" surgical behavior exist in this system. In the image management literature, individuals put on a "front" or social performance that is socially acceptable. Several mechanisms for how image management might impact surgical judgment and decision-making were identified through an exploration of the cognitive psychology literature. CONCLUSIONS: Sociopsychological literatures can be linked with decision-making and cognitive capacity theory. When cognitive resources reach their limit during critical and uncertain moments of an operation, the consumption of resources by the pressures of reputation and ego might interfere with the thought processes needed to execute the task at hand. Recognizing the effects of external social pressures may help the surgeon better self-regulate, respond mindfully to these pressures, and prevent surgical error.
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.
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 | 0.012 | 0.056 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.025 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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".