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Record W4403334980 · doi:10.1097/as9.0000000000000504

The Patients are Thriving: Further Evidence of Improved Outcomes for Women Surgeons

2024· letter· en· W4403334980 on OpenAlexaboutno aff
Juliet Emamaullee, Kambiz Etesami

Bibliographic record

VenueAnnals of Surgery Open · 2024
Typeletter
Languageen
FieldSocial Sciences
TopicDiversity and Career in Medicine
Canadian institutionsnot available
FundersNational Cancer Institute
KeywordsMedicinePerioperativeThrivingHealth careMetric (unit)General surgerySurgery

Abstract

fetched live from OpenAlex

With an expanding emphasis on value-based care delivery, quality metrics have become center stage in healthcare. For surgeons, factors that contribute to patient outcomes have been examined across the spectrum of surgical care: preoperative, perioperative, intraoperative, postoperative, and postdischarge. One of the most intriguing variables that has been associated with improved outcomes in surgical patients has been surgeon gender. Indeed, even when controlling for many variables, including procedure type, anesthetist, and duration of surgery, large registry studies have shown that care provided by female surgeons has been linked to less postoperative complications and lower costs of care.1,2 Upon further investigation, sex discordance between surgeon and patient only partially accounted for these observations, as both male and female patients had improved outcomes (death, reoperation, or complications within 30 days) when operated on by female surgeons, while female patients being treated by male surgeons had worse outcomes.3 The underlying cause for these observations remains to be determined and has generated much debate. In this issue, Heybati et al4 examine the impact of surgeon gender on a postdischarge quality metric, ‘days alive and at home’ (DAH) following surgery. This validated quality measure that includes length of stay, readmissions, and discharge to a nonhome location was used as an indicator of postdischarge care delivery for 25 common surgical procedures. Using a similar registry dataset from Ontario, Canada that was used for prior surgeon gender-based studies from this group, they examine DAH at 30, 90, and 365 days postoperatively.1–3 They observed that DAH was higher for patients operated on by female surgeons at all time points, although the differences were subtle (25.6 vs 23.9 days at 30 days, 83.7 vs 80.5 days at 90 days, and 351.7 vs 342.1 days at 365 days for female vs male surgeons with P < 0.0001 at each interval). Next, they adjusted for several co-variables including patient demographics (age, sex, comorbidities, income quintile, and rurality) and surgeon/anesthetist characteristics (age, years in practice, surgical specialty, and annual case volume), duration of surgery, and hospital characteristics, and still observed longer DAH for female surgeons at each time interval (P < 0.001 vs male surgeons). Taken together, these data further support the concept that receiving care from female surgeons results in less complications, lower costs, and ultimately improved postdischarge quality of life, at least as extrapolated from the DAH metric. Overall, these findings highlight the continued need to explore why female surgeons achieve higher-quality outcomes across different phases of surgical care. In contrast to the evaluation of quality metrics by surgeon gender favoring women surgeons, much of the literature examining the surgical profession reveals that female surgeons experience many challenges. When compared to their male counterparts, female surgical residents have higher attrition rates, lower case volumes, less operative autonomy, receive lower evaluation scores, and are less likely to receive awards in residency.5–8 As female surgeons progress into faculty positions, they often encounter misogynistic work environments, experience higher rates of burnout, and are less likely to be on the podium at conferences or serve in leadership roles for surgical societies when compared to male surgeons.9–12 Further, despite the recognized increased value of having a female surgeon reported in this issue and in this group’s prior work, analysis of the same Ontario registry data has identified a significant pay gap for female surgeons, who earned 24% less per hour of operating, partially as a result of performing ‘less lucrative’ procedures in a fee-for-service reimbursement model.13 Collectively, these studies suggest that despite the barriers female surgeons experience in their training and professional careers, they continue to provide high-quality care to their patients. In the current value-based healthcare system, data like those reported by Heybati et al4 should be leveraged to ensure that female surgeons achieve pay parity and are supported in their work environments to enable professional growth and minimize the negative impact of workplace inequities and physician burnout. One might speculate that barriers in training, combined with higher rates of attrition, could inadvertently select for more resilient and higher-performing women surgeons pursuing careers in surgery. As the proportion of female surgeons continues to expand, future research should attempt to dissect out factors contributing to superior outcomes for female surgeons, such that these can be addressed to ensure the best outcomes for our patients, independent of surgeon gender. Acknowledgment J.E. wrote the manuscript. K.E. provided key guidance and oversight. Both J.E. and K.E. edited the manuscript prior to submission.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.393
Threshold uncertainty score0.536

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0020.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.243
GPT teacher head0.395
Teacher spread0.151 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreCommentary

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".

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Citations0
Published2024
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