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1.
JAMA Netw Open ; 7(6): e2414329, 2024 Jun 03.
Article in English | MEDLINE | ID: mdl-38829617

ABSTRACT

Importance: Adverse patient events are inevitable in surgical practice. Objectives: To characterize the impact of adverse patient events on surgeons and trainees, identify coping mechanisms, and assess whether current forms of support are sufficient. Design, Setting, and Participants: In this mixed-methods study, a validated survey instrument was adapted and distributed to surgical trainees from 7 programs, and qualitative interviews were conducted with faculty from 4 surgical departments in an urban academic health system. Main Outcomes and Measures: The personal impact of adverse patient events, current coping mechanisms, and desired forms of support. Results: Of 216 invited trainees, 93 (43.1%) completed the survey (49 [52.7%] male; 60 [64.5%] in third postgraduate year or higher; 23 [24.7%] Asian or Pacific Islander, 6 [6.5%] Black, 51 [54.8%] White, and 8 [8.6%] other race; 13 [14.0%] Hispanic or Latinx ethnicity). Twenty-three of 29 (79.3%) invited faculty completed interviews (13 [56.5%] male; median [IQR] years in practice, 11.0 [7.5-20.0]). Of the trainees, 77 (82.8%) endorsed involvement in at least 1 recent adverse event. Most reported embarrassment (67 of 79 trainees [84.8%]), rumination (64 of 78 trainees [82.1%]), and fear of attempting future procedures (51 of 78 trainees [65.4%]); 28 of 78 trainees (35.9%) had considered quitting. Female trainees and trainees who identified as having a race and/or ethnicity other than non-Hispanic White consistently reported more negative consequences compared with male and White trainees. The most desired form of support was the opportunity to discuss the incident with an attending physician (76 of 78 respondents [97.4%]). Similarly, faculty described feelings of guilt and shame, loss of confidence, and distraction after adverse events. Most described the utility of confiding in peers and senior colleagues, although some expressed unwillingness to reach out. Several suggested designating a departmental point person for event debriefing. Conclusions and Relevance: In this mixed-methods study of the personal impact of adverse events on surgeons and trainees, these events were nearly universally experienced and caused significant distress. Providing formal support mechanisms for both surgical trainees and faculty may decrease stigma and restore confidence, particularly for underrepresented groups.


Subject(s)
Surgeons , Humans , Male , Female , Surgeons/psychology , Surgeons/education , Adult , Adaptation, Psychological , Medical Errors/psychology , Medical Errors/statistics & numerical data , Internship and Residency , Surveys and Questionnaires , General Surgery/education
2.
Thyroid ; 2024 Jun 15.
Article in English | MEDLINE | ID: mdl-38877803

ABSTRACT

INTRODUCTION: Large tumor size is associated with poorer outcomes in well-differentiated thyroid cancer (WDTC), yet it remains unclear whether size >4 cm alone confers increased risk, independent of other markers of aggressive disease. The goal of this study was to assess the relationship between tumor size, other high-risk histopathologic features, and survival in WDTC, and to evaluate the significance of 4 cm as a cutoff for management decisions. METHODS: Patients with WDTC were identified from the National Cancer Database (2010-2015) and categorized by tumor size [i.e., small (≤4 cm) or large (>4 cm)] and presence of high-risk histopathologic features (e.g., extrathyroidal extension). First, propensity score matching was used to identify patients who were similar across all other observed characteristics except for small vs. large tumor size, and a multivariable Cox proportional hazards model was used to estimate the relationship between tumor size and survival. Second, we assessed whether the presence of high-risk features demonstrate conditional effects on survival based on the presence of tumor size >4 cm using an interaction term. Finally, additional models assessed the relationship between incremental 1 cm increases in tumor size and survival. Analyses were repeated using a validation cohort from the Surveillance, Epidemiology, and End Results Program (2008-2013). RESULTS: Of 193,133 patients in the primary cohort, 7.9% had tumors >4 cm, and 30% had at least one high-risk feature. After matching, tumor size >4 cm was independently associated with worse survival (HR 1.63, p<0.001). However, tumor size >4 cm and one or more other high-risk features together yielded worse survival than either size >4 cm alone (MMD: 0.70, p<0.001) or other high-risk features alone (MMD: 0.49, p<0.001). When assessed in 1 cm increments, the largest increases in hazard of death occurred at 2 cm and 5 cm, not 4 cm. Results from the validation cohort were largely consistent with our primary findings. CONCLUSIONS: Concomitant high-risk features confer worse survival than large tumor size alone, and a 4 cm cutoff is not associated with the greatest increase in risk. These findings support a more nuanced approach to tumor size in the management of WDTC.

3.
J Am Coll Surg ; 239(2): 114-124, 2024 Aug 01.
Article in English | MEDLINE | ID: mdl-38456845

ABSTRACT

BACKGROUND: Federal regulations require a history and physical (H&P) update performed 30 days or less before a planned procedure. We evaluated the use and burdens of H&P update visits by determining impact on operative management, suitability for telehealth, and visit time and travel burden. STUDY DESIGN: We identified H&P update visits performed in our health system during 2019 for 8 surgical specialties. As available, up to 50 visits per specialty were randomly selected. Primary outcomes were interval changes in history, examination, or operative plan between the initial and updated H&P notes, and visit suitability for telehealth, as determined by 2 independent physician reviewers. Clinic time was captured, and round-trip driving time and distance between patients' home and clinic ZIP codes were estimated. RESULTS: We identified 8,683 visits and 362 were randomly selected for review. Documented changes were most commonly identified in histories (60.8%), but rarely in physical examinations (11.9%) and operative plans (11.6%). Of 362 visits, 359 (99.2%) visits were considered suitable for telehealth. Median clinic time was 52 minutes (interquartile range 33.8 to 78), driving time was 55.6 minutes (interquartile range 35.5 to 85.5), and driving distance was 20.2 miles (interquartile range 8.5 to 38.4). At the health system level, patients spent an estimated aggregate 7,000 hours (including 4,046 hours of waiting room and travel time) and drove 142,273 miles to attend in-person H&P update visits in 2019. CONCLUSIONS: Given their minimal impact on operative management, regulatory requirements for in-person H&P updates should be reconsidered. Flexibility in update timing and modality might help defray the substantial burdens these visits impose on patients.


Subject(s)
Medical History Taking , Physical Examination , Telemedicine , Humans , Medical History Taking/statistics & numerical data , Physical Examination/statistics & numerical data , Telemedicine/statistics & numerical data , Female , Male , Preoperative Care/statistics & numerical data , Middle Aged , Specialties, Surgical/statistics & numerical data , Time Factors , Retrospective Studies , Adult , Aged
4.
Am J Surg ; 234: 19-25, 2024 Aug.
Article in English | MEDLINE | ID: mdl-38365554

ABSTRACT

BACKGROUND: This study assessed for disparities in the presentation and management of medullary thyroid cancer (MTC). METHODS: Patients with MTC (2010-2020) were identified from the National Cancer Database. Differences in disease presentation and likelihood of guideline-concordant surgical management (total thyroidectomy and resection of ≥1 lymph node) were assessed by sex and race/ethnicity. RESULTS: Of 6154 patients, 68.2% underwent guideline-concordant surgery. Tumors >4 â€‹cm were more likely in men (vs. women: OR 2.47, p â€‹< â€‹0.001) and Hispanic patients (vs. White patients: OR 1.52, p â€‹= â€‹0.001). Non-White patients were more likely to have distant metastases (Black: OR 1.63, p â€‹= â€‹0.002; Hispanic: OR 1.44, p â€‹= â€‹0.038) and experienced longer time to surgery (Black: HR 0.66, p â€‹< â€‹0.001; Hispanic: HR 0.71, p â€‹< â€‹0.001). Black patients were less likely to undergo guideline-concordant surgery (OR 0.70, p â€‹= â€‹0.022). CONCLUSIONS: Male and non-White patients with MTC more frequently present with advanced disease, and Black patients are less likely to undergo guideline-concordant surgery.


Subject(s)
Carcinoma, Neuroendocrine , Healthcare Disparities , Thyroid Neoplasms , Thyroidectomy , Humans , Thyroid Neoplasms/ethnology , Thyroid Neoplasms/surgery , Thyroid Neoplasms/therapy , Thyroid Neoplasms/pathology , Male , Female , Middle Aged , Healthcare Disparities/ethnology , Healthcare Disparities/statistics & numerical data , Carcinoma, Neuroendocrine/ethnology , Carcinoma, Neuroendocrine/surgery , Carcinoma, Neuroendocrine/pathology , Carcinoma, Neuroendocrine/therapy , Thyroidectomy/statistics & numerical data , Sex Factors , Adult , Aged , United States/epidemiology , Hispanic or Latino/statistics & numerical data , Ethnicity/statistics & numerical data , Retrospective Studies
5.
Ann Surg ; 280(2): 345-352, 2024 Aug 01.
Article in English | MEDLINE | ID: mdl-38348669

ABSTRACT

OBJECTIVE: The aim of this study was to develop and validate an instrument to measure Belonging in Surgery among surgical residents. BACKGROUND: Belonging is the essential human need to maintain meaningful relationships and connections to one's community. Increased belongingness is associated with better well-being, job performance, and motivation to learn. However, no tools exist to measure belonging among surgical trainees. METHODS: A panel of experts adapted a belonging instrument for use among United States surgery residents. After administration of the 28-item instrument to residents at a single institution, a Cronbach alpha was calculated to measure internal consistency, and exploratory principal component analyses were performed. Multiple iterations of analyses with successively smaller item samples suggested the instrument could be shortened. The expert panel was reconvened to shorten the instrument. Descriptive statistics measured demographic factors associated with Belonging in Surgery. RESULTS: The overall response rate was 52% (114 responses). The Cronbach alpha among the 28 items was 0.94 (95% CI: 0.93-0.96). The exploratory principal component analyses and subsequent Promax rotation yielded 1 dominant component with an eigenvalue of 12.84 (70% of the variance). The expert panel narrowed the final instrument to 11 items with an overall Cronbach alpha of 0.90 (95% CI: 0.86, 0.92). Belonging in Surgery was significantly associated with race (Black and Asian residents scoring lower than White residents), graduating with one's original intern cohort (residents who graduated with their original class scoring higher than those that did not), and inversely correlated with resident stress level. CONCLUSIONS: An instrument to measure Belonging in Surgery was validated among surgical residents. With this instrument, Belonging in Surgery becomes a construct that may be used to investigate surgeon performance and well-being.


Subject(s)
General Surgery , Internship and Residency , Humans , Female , Male , Pilot Projects , General Surgery/education , Surveys and Questionnaires , Adult , United States , Psychometrics , Reproducibility of Results
7.
JAMA Surg ; 159(1): 106-107, 2024 Jan 01.
Article in English | MEDLINE | ID: mdl-37878286

ABSTRACT

This qualitative study examines how incentive-based and salary-only compensation models affect academic surgeons.


Subject(s)
Academic Medical Centers , Organizations , Humans , United States , Qualitative Research , Salaries and Fringe Benefits
8.
JAMA Surg ; 159(1): 43-50, 2024 Jan 01.
Article in English | MEDLINE | ID: mdl-37851422

ABSTRACT

Importance: Many early-career surgeons struggle to develop their clinical practices, leading to high rates of burnout and attrition. Furthermore, women in surgery receive fewer, less complex, and less remunerative referrals compared with men. An enhanced understanding of the social and structural barriers to optimal growth and equity in clinical practice development is fundamental to guiding interventions to support academic surgeons. Objective: To identify the barriers and facilitators to clinical practice development with attention to differences related to surgeon gender. Design, Setting, and Participants: A multi-institutional qualitative descriptive study was performed using semistructured interviews analyzed with a grounded theory approach. Interviews were conducted at 5 academic medical centers in the US between July 12, 2022, and January 31, 2023. Surgeons with at least 1 year of independent practice experience were selected using purposeful sampling to obtain a representative sample by gender, specialty, academic rank, and years of experience. Main Outcomes and Measures: Surgeon perspectives on external barriers and facilitators of clinical practice development and strategies to support practice development for new academic surgeons. Results: A total of 45 surgeons were interviewed (23 women [51%], 18 with ≤5 years of experience [40%], and 20 with ≥10 years of experience [44%]). Surgeons reported barriers and facilitators related to their colleagues, department, institution, and environment. Dominant themes for both genders were related to competition, case distribution among partners, resource allocation, and geographic market saturation. Women surgeons reported additional challenges related to gender-based discrimination (exclusion, questioning of expertise, role misidentification, salary disparities, and unequal resource allocation) and additional demands (related to appearance, self-advocacy, and nonoperative patient care). Gender concordance with patients and referring physicians was a facilitator of practice development for women. Surgeons suggested several strategies for their colleagues, department, and institution to improve practice development by amplifying facilitators and promoting objectivity and transparency in resource allocation and referrals. Conclusions and Relevance: The findings of this qualitative study suggest that a surgeon's external context has a substantial influence on their practice development. Academic institutions and departments of surgery may consider the influence of their structures and policies on early career surgeons to accelerate practice development and workplace equity.


Subject(s)
Burnout, Professional , Surgeons , Humans , Female , Male , Qualitative Research , Academic Medical Centers , Delivery of Health Care
9.
Am J Surg ; 229: 151-155, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38160065

ABSTRACT

BACKGROUND: Complex surgical care is often centralized to one high volume (hub) hospital within a system. The benefit of this centralization in common operations is unknown. METHODS: Using the Healthcare Cost and Utilization Project's State Inpatient Databases, adult general surgical patients within hospital systems in 13 states (2016-2018) were identified. Risk-adjusted logistic regression estimated the odds of death or serious morbidity (DSM) and prolonged length of stay (LOS) at hubs relative to other system hospitals (spokes). RESULTS: We identified 122,895 patients across 43 hub-and-spoke systems. Hubs completed 83.2 â€‹% of complex and 59.6 â€‹% of common operations. For complex operations, odds of DSM were significantly lower in hubs (OR: 0.80; 95 â€‹% CI [0.65, 0.98]). For common operations, odds of DSM were similar between hubs and spokes, while odds of prolonged LOS were greater at hubs (OR 1.19; 95 â€‹% CI [1.16,1.24]). CONCLUSIONS: While hub hospitals had lower odds of DSM for complex operation, they had higher odds of prolonged length of stay for common operations. This finding shows an opportunity for improved system efficiency.


Subject(s)
Delivery of Health Care , Health Care Costs , Adult , Humans , Cohort Studies , Hospitals , Inpatients
10.
Ann Surg ; 280(2): 261-266, 2024 Aug 01.
Article in English | MEDLINE | ID: mdl-38126756

ABSTRACT

OBJECTIVE: To compare hospital surgical performance in older and younger patients. BACKGROUND: In-hospital mortality after surgical procedures varies widely among hospitals. Prior studies suggest that failure-to-rescue rates drive this variation for older adults, but the generalizability of these findings to younger patients remains unknown. METHODS: We performed a retrospective cohort study of patients ≥18 years undergoing one of 10 common and complex general surgery operations in 16 states using the Healthcare Cost and Utilization Projects State Inpatient Databases (2016-2018). Patients were split into 2 populations: patients with Medicare ≥65 (older adult) and non-Medicare <65 (younger adult). Hospitals were sorted into quintiles using risk-adjusted in-hospital mortality rates for each age population. Correlations between hospitals in each mortality quintile across age populations were calculated. Complication and failure-to-rescue rates were compared across the highest and lowest mortality quintiles in each age population. RESULTS: We identified 579,582 patients treated in 732 hospitals. The mortality rate was 3.6% among older adults and 0.7% among younger adults. Among older adults, high- relative to low-mortality hospitals had similar complication rates (32.0% vs 29.8%; P = 0.059) and significantly higher failure-to-rescue rates (16.0% vs 4.0%; P < 0.001). Among younger adults, high-relative to low-mortality hospitals had higher complications (15.4% vs 12.1%; P < 0.001) and failure-to-rescue rates (8.3% vs 0.7%; P < 0.001). The correlation between observed-to-expected mortality ratios in each age group was 0.385 ( P < 0.001). CONCLUSIONS: High surgical mortality rates in younger patients may be driven by both complication and failure-to-rescue rates. There is little overlap between low-mortality hospitals in the older and younger adult populations. Future work must delve into the root causes of this age-based difference in hospital-level surgical outcomes.


Subject(s)
Hospital Mortality , Surgical Procedures, Operative , Humans , Retrospective Studies , Aged , Male , Female , Middle Aged , Surgical Procedures, Operative/mortality , United States , Age Factors , Adult , Postoperative Complications/epidemiology , Postoperative Complications/mortality , Hospitals/statistics & numerical data , Aged, 80 and over , General Surgery
11.
Am J Surg ; 227: 189-197, 2024 Jan.
Article in English | MEDLINE | ID: mdl-37852843

ABSTRACT

BACKGROUND: In 2016, Section 1557 mandated use of qualified language interpreter services. We examined the effect of Section 1557 on surgical outcomes. METHODS: Utilizing the Healthcare Cost and Utilization Project State Inpatient Database (2013-2020), we performed a difference-in-differences analysis of adult surgical patients (Maryland, New Jersey). The exposure was implementation of Section 1557 (pre-period: 2013-2015; post-period: 2017-2020). The treatment group was non-English primary language speakers (n-EPL). The comparison group was English primary language speakers (EPL). Outcomes included length-of-stay, postoperative complications, mortality, discharge disposition, and readmissions. RESULTS: Among 2,298,584 patients, 198,385 (8.6%) were n-EPL. After implementation of Section 1557, n-EPL saw no difference in readmission rates but did experience significantly higher rates of mortality (+0.43%, p â€‹= â€‹0.049) and non-routine discharges (+1.81%, p â€‹= â€‹0.031) in Maryland, and higher rates of post-operative complications (+0.31%, p â€‹= â€‹0.001) in both states, compared to pre-Section 1557. CONCLUSIONS: Contrary to our hypothesis, Section 1557 did not improve surgical outcomes for n-EPL.


Subject(s)
Language , Patient Protection and Affordable Care Act , Adult , United States , Humans , Length of Stay , Maryland , Treatment Outcome , Retrospective Studies , Patient Readmission
12.
Surgery ; 175(1): 207-214, 2024 01.
Article in English | MEDLINE | ID: mdl-37989635

ABSTRACT

BACKGROUND: Outpatient thyroidectomy is increasingly favored, given evidence of safety and convenience for selected patients. However, the prevalence of same-day discharge is unclear. We aimed to evaluate temporal trends, hospital characteristics, and costs associated with same-day discharge after total thyroidectomy in an all-payer, multi-state cohort. METHODS: We included patients aged ≥18 years who underwent a total thyroidectomy (2013-2019) using Healthcare Cost and Utilization Project data. Admission type was defined as same-day, overnight, or inpatient based on length of stay. Same-day patients were propensity-score matched 1:1 with overnight patients. Hospital characteristics and costs were compared in the matched cohort. RESULTS: Among 86,187 patients who underwent total thyroidectomy, 16,743 (19.4%) cases were same-day, 59,778 (69.4%) were overnight, and 9,666 (11.2%) were inpatient. The proportion of patients who underwent same-day thyroidectomy increased from 14.8% to 20.8% over the study period (P < .001), whereas overnight admissions decreased from 72.9% to 68.8% (P < .001). In total, 9,571 same-day patients were matched to 9,571 overnight patients. Same-day patients had higher odds of treatment at a certified cancer center (odds ratio 1.77; 95% confidence interval 1.65-1.90), Accreditation Council for Graduate Medical Education-accredited teaching hospital (odds ratio 1.72; 95% confidence interval 1.61-1.85), and high-volume hospital (odds ratio 1.53; 95% confidence interval 1.42-1.65). Pairwise cost differences showed median savings of $974 (interquartile range -1,610 to 3,491) for same-day relative to overnight admission (P < .001). CONCLUSION: Although over two-thirds of patients are admitted overnight, same-day total thyroidectomy is increasingly performed. Same-day thyroidectomy may be a lower-cost option for selected patients, particularly in specialty centers with experience in thyroidectomy.


Subject(s)
Ambulatory Surgical Procedures , Thyroidectomy , Humans , Adolescent , Adult , Hospitalization , Patient Discharge , Health Care Costs , Length of Stay , Retrospective Studies
14.
Ann Surg Oncol ; 30(11): 6788-6798, 2023 Oct.
Article in English | MEDLINE | ID: mdl-37474696

ABSTRACT

BACKGROUND: Disparities have been previously described in the presentation, management, and outcomes of other thyroid cancer subtypes; however, it is unclear whether such disparities exist in anaplastic thyroid cancer (ATC). METHODS: We identified patients with ATC from the National Cancer Database (2004-2020). The primary outcomes were receipt of surgery, chemotherapy, and radiation. The secondary outcome was 1-year survival. Multivariable logistic and Cox proportional hazards regressions were used to assess the associations between sex, race/ethnicity, and the outcomes. RESULTS: Among 5359 patients included, 58% were female, and 80% were non-Hispanic white. Median tumor size was larger in males than females (6.5 vs. 6.0 cm; p < 0.001) and in patients with minority race/ethnicity than in white patients (6.5 vs. 6.0 cm; p < 0.001). After controlling for tumor size and metastatic disease, female patients were more likely to undergo surgical resection (odds ratio [OR]: 1.20; p = 0.016) but less likely to undergo chemotherapy (OR: 0.72; p < 0.001) and radiation (OR: 0.76; p < 0.001) compared with males. Additionally, patients from minority racial/ethnic backgrounds were less likely to undergo chemotherapy (OR: 0.69; p < 0.001) and radiation (OR: 0.71; p < 0.001) than white patients. Overall, unadjusted, 1-year survival was 23%, with differences in treatment receipt accounting for small but significant differences in survival between groups. CONCLUSIONS: There are disparities in the presentation and treatment of ATC by sex and race/ethnicity that likely reflect differences in access to care as well as patient and provider preferences. While survival is similarly poor across groups, the changing landscape of treatments for ATC warrants efforts to address the potential for exacerbation of disparities.


Subject(s)
Thyroid Carcinoma, Anaplastic , Thyroid Neoplasms , Male , Humans , Female , United States/epidemiology , Thyroid Carcinoma, Anaplastic/therapy , Ethnicity , Thyroid Neoplasms/pathology , Minority Groups , Healthcare Disparities
15.
JAMA Surg ; 158(10): 1023-1030, 2023 10 01.
Article in English | MEDLINE | ID: mdl-37466980

ABSTRACT

Importance: Sixty-five million individuals in the US live in primary care shortage areas with nearly one-third of Medicare patients in need of a primary care health care professional. Periodic health examinations and preventive care visits have demonstrated a benefit for surgical patients; however, the impact of primary care health care professional shortages on adverse outcomes from surgery is largely unknown. Objective: To determine if preoperative primary care utilization is associated with postoperative mortality following an emergency general surgery (EGS) operation among Black and White older adults. Design, Setting, and Participants: This was a retrospective cohort study that took place at US hospitals with an emergency department. Participants were Medicare patients aged 66 years or older who were admitted from the emergency department for an EGS condition between July 1, 2015, and June 30, 2018, and underwent an operation on hospital day 0, 1, or 2. The analysis was performed during December 2022. Patients were classified into 1 of 5 EGS condition categories based on principal diagnosis codes; colorectal, general abdominal, hepatopancreatobiliary, intestinal obstruction, or upper gastrointestinal. Mixed-effects multivariable logistic regression was used in the risk-adjusted models. An interaction term model was used to measure effect modification by race. Exposure: Primary care utilization in the year prior to presentation for an EGS operation. Main Outcome and Measures: In-hospital, 30-day, 60-day, 90-day, and 180-day mortality. Results: A total of 102 384 patients (mean age, 73.8 [SD, 11.5] years) were included in the study. Of those, 8559 were Black (8.4%) and 93 825 were White (91.6%). A total of 88 340 patients (86.3%) had seen a primary care physician in the year prior to their index hospitalization. After risk adjustment, patients with primary care exposure had 19% lower odds of in-hospital mortality than patients without primary care exposure (odds ratio [OR], 0.81; 95% CI, 0.72-0.92). At 30 days patients with primary care exposure had 27% lower odds of mortality (OR, 0.73; 95% CI, 0.67-0.80). This remained relatively stable at 60 days (OR, 0.75; 95% CI, 0.69-0.81), 90 days (OR, 0.74; 95% CI, 0.69-0.81), and 180 days (OR, 0.75; 95% CI, 0.70-0.81). None of the interactions between race and primary care physician exposure for mortality at any time interval were significantly different. Conclusions and Relevance: In this observational study of Black and White Medicare patients, primary care utilization had no impact on in-hospital mortality for Black patients, but was associated with decreased mortality for White patients. Primary care utilization was associated with decreased mortality for both Black and White patients at 30, 60, 90 and 180 days.


Subject(s)
Emergency Medical Services , Medicare , Humans , Aged , United States/epidemiology , Retrospective Studies , Hospitalization , Primary Health Care
16.
JCO Clin Cancer Inform ; 7: e2300003, 2023 05.
Article in English | MEDLINE | ID: mdl-37257142

ABSTRACT

PURPOSE: Staging information is essential for colorectal cancer research. Medicare claims are an important source of population-level data but currently lack oncologic stage. We aimed to develop a claims-based model to identify stage at diagnosis in patients with colorectal cancer. METHODS: We included patients age 66 years or older with colorectal cancer in the SEER-Medicare registry. Using patients diagnosed from 2014 to 2016, we developed models (multinomial logistic regression, elastic net regression, and random forest) to classify patients into stage I-II, III, or IV on the basis of demographics, diagnoses, and treatment utilization identified in Medicare claims. Models developed in a training cohort (2014-2016) were applied to a testing cohort (2017), and performance was evaluated using cancer stage listed in the SEER registry as the reference standard. RESULTS: The cohort of patients with 30,543 colorectal cancer included 14,935 (48.9%) patients with stage I-II, 9,203 (30.1%) with stage III, and 6,405 (21%) with stage IV disease. A claims-based model using elastic net regression had a scaled Brier score (SBS) of 0.45 (95% CI, 0.43 to 0.46). Performance was strongest for classifying stage IV (SBS, 0.62; 95% CI, 0.59 to 0.64; sensitivity, 93%; 95% CI, 91 to 94) followed by stage I-II (SBS, 0.45; 95% CI, 0.44 to 0.47; sensitivity, 86%; 95% CI, 85 to 76) and stage III (SBS, 0.32; 95% CI, 0.30 to 0.33; sensitivity, 62%; 95% CI, 61 to 64). CONCLUSION: Machine learning models effectively classified colorectal cancer stage using Medicare claims. These models extend the ability of claims-based research to risk-adjust and stratify by stage.


Subject(s)
Colorectal Neoplasms , Medicare , Humans , Aged , United States/epidemiology , SEER Program , Neoplasm Staging , Colorectal Neoplasms/diagnosis , Colorectal Neoplasms/epidemiology , Colorectal Neoplasms/therapy , Machine Learning
17.
J Am Coll Surg ; 237(2): 301-308, 2023 08 01.
Article in English | MEDLINE | ID: mdl-37052311

ABSTRACT

BACKGROUND: Mental illness is associated with worse outcomes after emergency general surgery. To understand how preoperative processes of care may influence disparate outcomes, we examined rates of surgical consultation, treatment, and operative approach between older adults with and without serious mental illness (SMI). STUDY DESIGN: We performed a nationwide, retrospective cohort study of Medicare beneficiaries aged 65.5 years or more hospitalized via the emergency department for acute cholecystitis or biliary colic. SMI was defined as schizophrenia spectrum, mood, and/or anxiety disorders. The primary outcome was surgical consultation. Secondary outcomes included operative treatment and surgical approach (laparoscopic vs open). Multivariable logistic regression was used to examine outcomes with adjustment for potential confounders related to patient demographics, comorbidities, and rates of imaging. RESULTS: Of 85,943 included older adults, 19,549 (22.7%) had SMI. Before adjustment, patients with SMI had lower rates of surgical consultation (78.6% vs 80.2%, p < 0.001) and operative treatment (68.2% vs 71.7%, p < 0.001), but no significant difference regarding laparoscopic approach (92.0% vs 92.1%, p = 0.805). In multivariable regression models with adjustment for confounders, there was no difference in odds of receiving a surgical consultation (odds ratio 0.98 [95% CI 0.93 to 1.03]) or undergoing operative treatment (odds ratio 0.98 [95% CI 0.93 to 1.03]) for patients with SMI compared with those without SMI. CONCLUSIONS: Older adults with SMI had similar odds of receiving surgical consultation and operative treatment as those without SMI. As such, differences in processes of care that result in SMI-related disparities likely occur before or after the point of surgical consultation in this universally insured patient population.


Subject(s)
Medicare , Mental Disorders , Humans , Aged , United States , Retrospective Studies , Mental Disorders/complications , Mental Disorders/epidemiology , Comorbidity , Referral and Consultation
18.
Am J Surg ; 226(2): 171-175, 2023 08.
Article in English | MEDLINE | ID: mdl-37019808

ABSTRACT

INTRODUCTION: Histopathologic assessment of thyroid tumors can lead to stage migration. We assessed frequency of pathologic upstaging, and associations with patient and tumor factors. METHODS: Primary thyroid cancers treated between 2013 and 2015 were included from our institutional cancer registry. For tumor, nodal, and summary stage, upstaging was present when final pathologic stage was greater than clinical staging. Multivariate logistic regression and Chi-squared tests were performed. RESULTS: 5,351 resected thyroid tumors were identified. Upstaging rates for tumor, nodal, and summary stage were 17.5% (n = 553/3156), 18.0% (n = 488/2705), and 10.9% (n = 285/2607), respectively. Age, Asian race, days to surgery, lymphovascular invasion, and follicular histology were significantly associated. Upstaging was significantly more common after total vs partial thyroidectomy, for tumor (19.4% vs 6.2%, p < 0.001), nodal (19.3% vs 6.4%, p < 0.001), and summary stages (12.3% vs 0.7%, p < 0.001). CONCLUSIONS: Pathologic upstaging occurs in a considerable proportion of thyroid tumors, most commonly after total thyroidectomy. These findings can inform patient counseling.


Subject(s)
Lung Neoplasms , Thyroid Neoplasms , Humans , Lung Neoplasms/pathology , Neoplasm Staging , Thyroid Neoplasms/surgery , Thyroid Neoplasms/pathology , Pneumonectomy , Thyroidectomy
19.
JAMA Netw Open ; 6(2): e2255999, 2023 02 01.
Article in English | MEDLINE | ID: mdl-36790809

ABSTRACT

Importance: Variation in outcomes across hospitals adversely affects surgical patients. The use of high-quality hospitals varies by population, which may contribute to surgical disparities. Objective: To simulate the implications of data-driven hospital selection for social welfare among patients who underwent colorectal cancer surgery. Design, Setting, and Participants: This economic evaluation used the hospital inpatient file from the Florida Agency for Health Care Administration. Surgical outcomes of patients who were treated between January 1, 2016, and December 31, 2018 (training cohort), were used to estimate hospital performance. Costs and benefits of care at alternative hospitals were assessed in patients who were treated between January 1, 2019, and December 31, 2019 (testing cohort). The cohorts comprised patients 18 years or older who underwent elective colorectal resection for benign or malignant neoplasms. Data were analyzed from March to October 2022. Exposures: Using hierarchical logistic regression, we estimated the implications of hospital selection for in-hospital mortality risk in patients in the training cohort. These estimates were applied to patients in the testing cohort using bayesian simulations to compare outcomes at each patient's highest-performing and chosen local hospitals. Analyses were stratified by race and ethnicity to evaluate the potential implications for equity. Main Outcomes and Measures: The primary outcome was the mean patient-level change in social welfare, a composite measure balancing the value of reduced mortality with associated costs of care at higher-performing hospitals. Results: A total of 21 098 patients (mean [SD] age, 67.3 [12.0] years; 10 782 males [51.1%]; 2232 Black [10.6%] and 18 866 White [89.4%] individuals) who were treated at 178 hospitals were included. A higher-quality local hospital was identified for 3057 of 5000 patients (61.1%) in the testing cohort. Selecting the highest-performing hospital was associated with a 26.5% (95% CI, 24.5%-29.0%) relative reduction and 0.24% (95% CI, 0.23%-0.25%) absolute reduction in mortality risk. A mean amount of $1953 (95% CI, $1744-$2162) was gained in social welfare per patient treated. Simulated reassignment to a higher-quality local hospital was associated with a 23.5% (95% CI, 19.3%-32.9%) relative reduction and 0.26% (95% CI, 0.21%-0.30%) absolute reduction in mortality risk for Black patients, with $2427 (95% CI, $1697-$3158) gained in social welfare. Conclusions and Relevance: In this economic evaluation, using procedure-specific hospital performance as the primary factor in the selection of a local hospital for colorectal cancer surgery was associated with improved outcomes for both patients and society. Surgical outcomes data can be used to transform care and guide policy in colorectal cancer.


Subject(s)
Colorectal Neoplasms , Digestive System Surgical Procedures , Aged , Humans , Male , Bayes Theorem , Black People , Colorectal Neoplasms/surgery , Hospitals , White People , Female , Middle Aged
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