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3.
PLOS Glob Public Health ; 3(7): e0002102, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37450426

RESUMO

Academic global surgery is a rapidly growing field that aims to improve access to safe surgical care worldwide. However, no universally accepted competencies exist to inform this developing field. A consensus-based approach, with input from a diverse group of experts, is needed to identify essential competencies that will lead to standardization in this field. A task force was set up using snowball sampling to recruit a broad group of content and context experts in global surgical and perioperative care. A draft set of competencies was revised through the modified Delphi process with two rounds of anonymous input. A threshold of 80% consensus was used to determine whether a competency or sub-competency learning objective was relevant to the skillset needed within academic global surgery and perioperative care. A diverse task force recruited experts from 22 countries to participate in both rounds of the Delphi process. Of the n = 59 respondents completing both rounds of iterative polling, 63% were from low- or middle-income countries. After two rounds of anonymous feedback, participants reached consensus on nine core competencies and 31 sub-competency objectives. The greatest consensus pertained to competency in ethics and professionalism in global surgery (100%) with emphasis on justice, equity, and decolonization across multiple competencies. This Delphi process, with input from experts worldwide, identified nine competencies which can be used to develop standardized academic global surgery and perioperative care curricula worldwide. Further work needs to be done to validate these competencies and establish assessments to ensure that they are taught effectively.

7.
J Surg Res ; 271: 137-144, 2022 03.
Artigo em Inglês | MEDLINE | ID: mdl-34896939

RESUMO

BACKGROUND: The ACS-NSQIP surgical risk calculator (SRC) often guides preoperative counseling, but the rarity of complications in certain populations causes class imbalance, complicating risk prediction. We aimed to compare the performance of the ACS-NSQIP SRC to other classical machine learning algorithms trained on NSQIP data, and to demonstrate challenges and strategies in predicting such rare events. METHODS: Data from the NSQIP thyroidectomy module ys 2016 - 2018 were used to train logistic regression, Ridge regression and Random Forest classifiers for predicting 2 different composite outcomes of surgical risk (systemic and thyroidectomy-specific). We implemented techniques to address imbalanced class sizes and reported the area under the receiver operating characteristic (AUC) for each classifier including the ACS-NSQIP SRC, along with sensitivity, specificity, positive predictive value (PPV) and negative predictive value (NPV) at a 5% - 15% predicted risk threshold. RESULTS: Of 18,078 included patients, 405 (2.24%) patients suffered systemic complications and 1670 (9.24%) thyroidectomy-specific complications. Logistic regression performed best for predicting systemic complication risk (AUC 0.723 [0.658 - 0.778]); Random Forest with RUSBoost performed best for predicting thyroidectomy-specific complication risk (0.702; 0.674 - 0.726). The addition of optimizations for class imbalance improved performance for all classifiers. CONCLUSIONS: Complications are rare after thyroidectomy even when considered as composite outcomes, and class imbalance poses a challenge in surgical risk prediction. Using the SRC as a classifier where intervention occurs above a certain validated threshold, rather than citing the numeric estimates of complication risk, should be considered in low-risk patients.


Assuntos
Complicações Pós-Operatórias , Tireoidectomia , Humanos , Complicações Pós-Operatórias/diagnóstico , Complicações Pós-Operatórias/epidemiologia , Complicações Pós-Operatórias/etiologia , Curva ROC , Estudos Retrospectivos , Medição de Risco/métodos , Fatores de Risco , Tireoidectomia/efeitos adversos
8.
J Surg Res ; 270: 437-443, 2022 02.
Artigo em Inglês | MEDLINE | ID: mdl-34798426

RESUMO

BACKGROUND: Patients understandably have concerns about thyroidectomy scars. This study aimed to characterize patients' perceptions of their thyroidectomy scar before and up to 1-y after surgery. METHODS: Patients with papillary thyroid cancer (n = 83) completed semi-structured interviews before and at 2-wks, 6-Wk, 6-mo, and 1-y post-thyroidectomy. Interviews probed about scar concerns and appearance. Content analysis was used to identify themes. RESULTS: The majority of participants did not express concerns about scar appearance. When expressed, preoperative concerns often stemmed from previous surgery experiences or unease with neck incisions. Postoperatively, concerns about scar appearance decreased over time throughout the healing period with most patients being satisfied with their scar appearance by 6-mo after surgery. CONCLUSIONS: Patients with papillary thyroid cancer express few concerns about scar thyroidectomy appearance. Surgeons can reassure patients who have preoperative concerns that most patients are satisfied with their scar appearance by 6-mo after surgery.


Assuntos
Cicatriz , Neoplasias da Glândula Tireoide , Cicatriz/etiologia , Humanos , Satisfação Pessoal , Câncer Papilífero da Tireoide/cirurgia , Neoplasias da Glândula Tireoide/cirurgia , Tireoidectomia/efeitos adversos
9.
J Am Coll Surg ; 233(3): 337-345, 2021 09.
Artigo em Inglês | MEDLINE | ID: mdl-34102279

RESUMO

BACKGROUND: Informed consent is an ethical and legal requirement that differs from informed decision-making-a collaborative process that fosters participation and provides information to help patients reach treatment decisions. The objective of this study was to measure informed consent and informed decision-making before major surgery. STUDY DESIGN: We audio-recorded 90 preoperative patient-surgeon conversations before major cardiothoracic, vascular, oncologic, and neurosurgical procedures at 3 centers in the US and Canada. Transcripts were scored for 11 elements of informed consent based on the American College of Surgeons' definition and 9 elements of informed decision-making using Braddock's validated scale. Uni- and bivariate analyses tested associations between decision outcomes as well as patient, consultation, and surgeon characteristics. RESULTS: Overall, surgeons discussed more elements of informed consent than informed decision-making. They most frequently described the nature of the illness, the operation, and potential complications, but were less likely to assess patient understanding. When a final treatment decision was deferred, surgeons were more likely to discuss elements of informed decision-making focusing on uncertainty (50% vs 15%, p = 0.006) and treatment alternatives (63% vs 27%, p = 0.02). Conversely, when surgery was scheduled, surgeons completed more elements of informed consent. These results were not associated with the presence of family, history of previous surgery, location, or surgeon specialty. CONCLUSIONS: Surgeons routinely discuss components of informed consent with patients before high-risk surgery. However, surgeons often fail to review elements unique to informed decision-making, such as the patients' role in the decision, their daily life, uncertainty, understanding, or patient preference.


Assuntos
Tomada de Decisão Compartilhada , Tomada de Decisões , Consentimento Livre e Esclarecido , Participação do Paciente , Procedimentos Cirúrgicos Operatórios , Adulto , Idoso , Idoso de 80 Anos ou mais , Canadá , Comunicação , Compreensão , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Complicações Pós-Operatórias/etiologia , Período Pré-Operatório , Risco , Cirurgiões , Procedimentos Cirúrgicos Operatórios/efeitos adversos , Procedimentos Cirúrgicos Operatórios/classificação , Gravação em Fita , Incerteza , Estados Unidos
10.
Ann Surg Oncol ; 28(7): 3568-3575, 2021 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-33939048

RESUMO

BACKGROUND: The 2015 American Thyroid Association guidelines endorsed lobectomy for patients with low-risk papillary thyroid cancer (PTC) measuring 1-4 cm. Attitudes about the use of lobectomy for these patients are lacking, particularly from low-volume surgeons who perform the majority of thyroidectomies in the US. METHODS: A survey was mailed to 1000 surgeons stratified by specialty (500 general surgeons and 500 otolaryngologists) registered with the American Medical Association, to evaluate beliefs and practices about the extent of surgery for low-risk PTC. Comparisons examined differences by surgeon volume. RESULTS: Of 320 respondents who have performed thyroidectomy since 2015 (150 general surgeons, 170 otolaryngologists), 206 (64.4%) were low volume (< 26 thyroidectomies/year). The proportion of surgeons recommending lobectomy for low-risk PTC measuring 1.1 to < 4 cm ranged from 43.1 to 2.6%. High-volume surgeons recommended lobectomy more frequently for PTC measuring 1.1-3 cm, although this was not statistically significant. Thirty-three percent of respondents believed lobectomy is underused for low-risk PTC, while 10.0% believed it is overused. Additionally, 19.6% of respondents believed recurrence is more likely after lobectomy than total thyroidectomy, and 3.3% believed mortality is higher. Few believed quality of life is better after lobectomy (12.3%). Low-volume surgeons were less likely to be aware guidelines support lobectomy for low-risk PTC 1-4 cm (p < 0.001) and less likely to use clinical practice guidelines (p = 0.004). CONCLUSIONS: Most surgeons do not support lobectomy for patients with low-risk PTC > 1 cm. Awareness of guidelines and concerns about increased risk of recurrence after lobectomy may drive surgeons' preference for total thyroidectomy.


Assuntos
Carcinoma Papilar , Cirurgiões , Neoplasias da Glândula Tireoide , Carcinoma Papilar/cirurgia , Humanos , Recidiva Local de Neoplasia/cirurgia , Qualidade de Vida , Câncer Papilífero da Tireoide/cirurgia , Neoplasias da Glândula Tireoide/cirurgia , Tireoidectomia
11.
J Clin Endocrinol Metab ; 106(4): e1728-e1737, 2021 03 25.
Artigo em Inglês | MEDLINE | ID: mdl-33373458

RESUMO

CONTEXT: Active surveillance (AS) of thyroid cancer with serial ultrasounds is a newer management option in the United States. OBJECTIVE: This work aimed to understand factors associated with the adoption of AS. METHODS: We surveyed endocrinologists and surgeons in the American Medical Association Masterfile. To estimate adoption, respondents recommended treatment for 2 hypothetical cases appropriate for AS. Established models of guideline implementation guided questionnaire development. Outcome measures included adoption of AS (nonadopters vs adopters, who respectively did not recommend or recommended AS at least once; and partial vs full adopters, who respectively recommended AS for one or both cases). RESULTS: The 464 respondents (33.3% response) demographically represented specialties that treat thyroid cancer. Nonadopters (45.7%) were significantly (P < .001) less likely than adopters to practice in academic settings, see more than 25 thyroid cancer patients/year, be aware of AS, use applicable guidelines (P = .04), know how to determine whether a patient is appropriate for AS, have resources to perform AS, or be motivated to use AS. Nonadopters were also significantly more likely to be anxious or have reservations about AS, be concerned about poor outcomes, or believe AS places a psychological burden on patients. Among adopters, partial and full adopters were similar except partial adopters were less likely to discuss AS with patients (P = .03) and more likely to be anxious (P = .04), have reservations (P = .03), and have concerns about the psychological burden (P = .009) of AS. Few respondents (3.2%) believed patients were aware of AS. CONCLUSION: Widespread adoption of AS will require increased patient and physician awareness, interest, and evaluation of outcomes.


Assuntos
Padrões de Prática Médica/estatística & dados numéricos , Neoplasias da Glândula Tireoide/terapia , Conduta Expectante , Adulto , Carcinoma/diagnóstico , Carcinoma/epidemiologia , Carcinoma/patologia , Carcinoma/terapia , Estudos Transversais , Endocrinologistas/normas , Endocrinologistas/estatística & dados numéricos , Feminino , Fidelidade a Diretrizes/estatística & dados numéricos , Humanos , Masculino , Pessoa de Meia-Idade , Monitorização Fisiológica/métodos , Monitorização Fisiológica/estatística & dados numéricos , Otorrinolaringologistas/normas , Otorrinolaringologistas/estatística & dados numéricos , Médicos/normas , Médicos/estatística & dados numéricos , Padrões de Prática Médica/normas , Medição de Risco , Cirurgiões/normas , Cirurgiões/estatística & dados numéricos , Inquéritos e Questionários , Neoplasias da Glândula Tireoide/diagnóstico , Neoplasias da Glândula Tireoide/epidemiologia , Neoplasias da Glândula Tireoide/patologia , Carga Tumoral , Estados Unidos/epidemiologia , Conduta Expectante/métodos , Conduta Expectante/normas , Conduta Expectante/estatística & dados numéricos
12.
J Cancer Educ ; 36(4): 850-857, 2021 08.
Artigo em Inglês | MEDLINE | ID: mdl-32108292

RESUMO

The Internet is a key source of health information, yet little is known about resources for low-risk thyroid cancer treatment. We examined the timeliness, content, quality, readability, and reference to the 2015 American Thyroid Association (ATA) guidelines in websites about thyroid cancer treatment. We identified the top 60 websites using Google, Bing, and Yahoo for "thyroid cancer." Timeliness and content analysis identified updates in the ATA guidelines (n = 6) and engaged a group of stakeholders to develop essential items (n = 29) for making treatment decisions. Website quality and readability analysis used 4 validated measures: DISCERN; Journal of the American Medical Association (JAMA) benchmark criteria; Health on the Net Foundation certification (HONcode); and the Suitability Assessment of Materials (SAM) method. Of the 60 websites, 22 were unique and investigated. Content analysis revealed zero websites contained all updates from the ATA guidelines and rarely (18.2%) referenced them. Only 31.8% discussed all 3 treatment options: total thyroidectomy, lobectomy, and active surveillance. Websites discussed 28.2% of the 29 essential items for making treatment decisions. Quality analysis with DISCERN showed "fair" scores overall. Only 29.9% of the JAMA benchmarks were satisfied, and 40.9% were HONcode certified. Readability analysis with the SAM method found adequate readability, yet 90.9% scored unsuitable in literacy demand. The overall timeliness, content, quality, and readability of websites about low-risk thyroid cancer treatment is fair and needs improvement. Most websites lack updates from the 2015 ATA guidelines and information about treatment options that are necessary to make informed decisions.


Assuntos
Informação de Saúde ao Consumidor , Neoplasias da Glândula Tireoide , Benchmarking , Compreensão , Humanos , Internet , Neoplasias da Glândula Tireoide/terapia
13.
J Surg Res ; 259: 34-38, 2021 03.
Artigo em Inglês | MEDLINE | ID: mdl-33278795

RESUMO

BACKGROUND: Approximately a decade after the inaugural Fundamentals of Surgical Research Course (FSRC) at the West African College of Surgeons meeting (2008), the Association for Academic Surgery expanded the course offering to the annual meeting of the College of Surgeons of East, Central and Southern Africa (COSECSA). After the second annual offering of the course in 2019, participants were surveyed to assess the impact of the course. METHODS: A survey was distributed to the attendees of the 2019 second COSECSA FSRC course, held in December 2019 in Kampala, Uganda. Approximately 80 people attended at least a portion of the full-day course. Forty-nine participants completed the voluntary survey questionnaire distributed to assess each session of the course at course completion. RESULTS: Ten different countries were represented among the attendees. Of the 49 evaluations, 35 respondents were male and six were female. Eight respondents did not identify a gender. Surgical residents comprised 19 of the 49 attendees, and one of the 49 attendees was a medical student. Thirty-five respondents indicated that their views of surgical research had changed after attending the course. CONCLUSIONS: The second annual FSRC at COSECSA confirmed significant interest in building research skills and partnerships in sub-Saharan Africa. A wide variety of learners attended the course, and a majority of the sessions received overwhelmingly positive feedback. Multiple conference attendees expressed interest in serving as faculty for the course moving forward, highlighting a viable path for sustainability as the Association for Academic Surgery develops an international research education platform.


Assuntos
Pesquisa Biomédica/organização & administração , Países em Desenvolvimento , Sociedades Médicas/organização & administração , Especialidades Cirúrgicas/organização & administração , Adulto , África Central , África Oriental , África Austral , Pesquisa Biomédica/educação , Pesquisa Biomédica/estatística & dados numéricos , Congressos como Assunto/estatística & dados numéricos , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Sociedades Médicas/estatística & dados numéricos , Especialidades Cirúrgicas/educação , Especialidades Cirúrgicas/estatística & dados numéricos , Cirurgiões/educação , Cirurgiões/estatística & dados numéricos , Inquéritos e Questionários/estatística & dados numéricos , Desenvolvimento Sustentável , Adulto Jovem
15.
MedEdPORTAL ; 16: 10914, 2020 06 29.
Artigo em Inglês | MEDLINE | ID: mdl-32704532

RESUMO

Introduction: Sterile technique is a basic technical skill used for a number of bedside procedures. Proper use of sterile technique improves patient safety by reducing infection risk. Methods: We applied the principles of mastery learning to develop a simulation-based mastery learning module for sterile technique that was used as part of a 2-week internship preparatory course for fourth-year medical students. Forty-one medical students entering surgical or emergency medicine internships completed the module. Learners demonstrated baseline skills with a pretest, watched a didactic online video, participated in supervised deliberate practice sessions, and then completed a posttest. Physicians evaluated performance using a nine-item mastery checklist validated by a multispecialty panel of board-certified physicians. Learners who did not demonstrate mastery by correctly performing all nine checklist items received formative feedback and repeated the posttest as needed until mastery was achieved. Results: No learners demonstrated mastery of sterile technique during pretesting. A total of 100% of learners demonstrated mastery of sterile technique during either their first or second attempt of the posttest. The learners reported statistically significantly higher levels of confidence at the end of the module. Discussion: Our module highlights the skills gap that exists in the transition from undergraduate to graduate medical education and offers a cheap, effective, and easily reproducible curriculum for sterile technique that could be widely adopted for many learner populations.


Assuntos
Internato e Residência , Estudantes de Medicina , Competência Clínica , Currículo , Avaliação Educacional , Humanos
16.
J Surg Oncol ; 122(4): 660-664, 2020 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-32468708

RESUMO

BACKGROUND: Thyroid cancer diagnoses are often discovered after diagnostic thyroid lobectomy. Completion thyroidectomy (CT) may be indicated for intermediate or high-risk tumors to facilitate surveillance and/or adjuvant treatment. The completeness of thyroid resection and the safety of CT compared to total thyroidectomy (TT) is unclear. We assessed outcomes after TT or CT to determine completeness of resection and risk of complications. METHODS: Patients undergoing TT or CT between 2000 and 2018 were retrospectively reviewed. Pathology, unstimulated thyroglobulin (uTg), parathyroid hormone (PTH), rates of hematoma, and recurrent laryngeal nerve (RLN) injury were compared. RESULTS: Differentiated thyroid cancer (DTC) was identified in 954 patients undergoing TT and 142 patients undergoing CT. Postoperative uTg at 6 months was not different between TT and CT, 0.2 vs 0.2 ng/mL, P = .37. Transient hypoparathyroidism with immediate postoperative PTH less than 10 was more common after TT, 14.3 vs 6.0% (P = .009). No differences were noted regarding postoperative hematoma, transient RLN injury, permanent hypoparathyroidism, and permanent RLN injury. CONCLUSIONS: If CT is required for DTC, a complete resection, as assessed by postoperative uTg, can be achieved. Furthermore, CT is significantly less likely to result in transient hypoparathyroidism and poses no additional risk of RLN injury, hematoma, or permanent hypoparathyroidism.

17.
Am J Surg ; 220(4): 920-924, 2020 10.
Artigo em Inglês | MEDLINE | ID: mdl-32359690

RESUMO

BACKGROUND: Current recommendations using Hounsfield units (HU) ≤ 10 to identify adrenal adenomas on unenhanced computed tomography (CT) miss 10-40% of benign adenomas. We sought to determine if changing HU threshold and adding absolute percent contrast washout (APW) criteria would identify adrenal adenomas better than current recommendations. METHODS: Imaging characteristics were compared between patients with adenomas (n = 128) and those with non-adenomas (n = 54) after unilateral adrenalectomy. Sensitivity, specificity, positive and negative predictive values (PPV, NPV) were calculated. RESULTS: Using HU ≤ 10 to identify adenomas had a sensitivity of 47.6%, specificity of 93.3% (AUC = 0.71, p < 0.001), PPV of 95.3%, and NPV of 58.1% for identifying adrenal adenomas. Applying HU ≤ 16 improved sensitivity (65.4%) without reducing specificity (93.3%) (AUC = 0.79, p < 0.001), PPV increased to 96.3%, and NPV decreased to 47.6%. Applying HU ≤ 16 as the initial criterion followed by APW > 60% for lesions exceeding 16 HU, sensitivity increased to 93.4%, specificity was 93.3% and PPV 96.6%, and NPV improved to 85.7% (AUC = 0.96, p < 0.001). CONCLUSIONS: Criteria of initial threshold of HU ≤ 16 followed by APW > 60% for lesions exceeding 16 HU yielded improved sensitivity and specificity in identification of adrenal adenomas.


Assuntos
Adenoma/diagnóstico por imagem , Neoplasias das Glândulas Suprarrenais/diagnóstico por imagem , Tomografia Computadorizada por Raios X , Adulto , Idoso , Meios de Contraste , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos , Sensibilidade e Especificidade , Tomografia Computadorizada por Raios X/métodos , Tomografia Computadorizada por Raios X/estatística & dados numéricos
18.
Ann Surg ; 272(3): 496-503, 2020 09 01.
Artigo em Inglês | MEDLINE | ID: mdl-33759836

RESUMO

OBJECTIVE: The aim of this prospective randomized-controlled trial was to evaluate the risks/benefits of prophylactic central neck dissection (pCND) in patients with clinically node negative (cN0) papillary thyroid cancer (PTC). BACKGROUND: Microscopic lymph node involvement in patients with PTC is common, but the optimal management is unclear. METHODS: Sixty patients with cN0 PTC were randomized to a total thyroidectomy (TT) or a TT+ pCND. All patients received postoperative laryngoscopies and standardized radioiodine treatment. Thyroglobulin (Tg) levels and/or neck ultrasounds were performed at 6 weeks, 6 months, and 1 year. RESULTS: Tumors averaged 2.2 ±â€Š0.2 cm and 11.9% had extra-thyroidal extension. Thirty patients underwent a pCND and 27.6% had positive nodes (all ≤6 mm). Rates of postoperative PTH < 10 (33.3% vs 24.1%, P = 0.57) and transient nerve dysfunction (13.3% vs 10.3%, P = 1.00) were not significantly different between groups. Six weeks after surgery, both TT and TT + pCND were equally likely to achieve a Tg < 0.2 (54.5% vs 66.7%, P = 0.54) and/or a stimulated Tg (sTg) <1 (59.3% vs 64.0%, P = 0.78). At 1 year, rates of Tg < 0.2 (88.9% vs 90.0%, P = 1.00) and sTg < 1 (93.8% vs 92.3%, P = 1.00) remained similar between groups. Neck ultrasounds at 1 year were equally likely to be read as normal (85.7% in TT vs 85.1% in pCND, P = 1.00). CONCLUSIONS: cN0 PTC patients treated either with TT or TT + pCND had similar complication rates after surgery. Although microscopic nodes were discovered in 27.6% of pCND patients, oncologic outcomes were comparable at 1 year.


Assuntos
Esvaziamento Cervical , Câncer Papilífero da Tireoide/patologia , Câncer Papilífero da Tireoide/cirurgia , Feminino , Humanos , Laringoscopia , Metástase Linfática/patologia , Masculino , Pessoa de Meia-Idade , Estudos Prospectivos , Câncer Papilífero da Tireoide/diagnóstico por imagem , Câncer Papilífero da Tireoide/radioterapia , Tireoidectomia
19.
J Surg Res ; 246: 499-505, 2020 02.
Artigo em Inglês | MEDLINE | ID: mdl-31679798

RESUMO

BACKGROUND: Surgical coaching is an emerging concept of education and collaboration to improve surgical performance. Surgical education in low-resource settings remains a challenge because of confounding barriers of access, resources, and sustainability. No formal assessments of coaching as a means to improve surgical quality in low- or middle-income countries (LMICs) exist. The purpose of this review is to explore if surgical coaching could serve as an effective method of fostering continued education and advancement of surgical skills in low-resource settings. METHODS: We conducted a systematic literature search in July 2018. Included studies were peer-reviewed and met preestablished study criteria. Studies must have assessed surgical coaching, specifically defined as a means to establish continuous professional growth of trainees and practicing surgeons. RESULTS: Of 2189 articles, 175 were selected for full-text analysis, 23 met inclusion criteria for analysis, 13 of these 23 articles evaluated coaching of trainees, 10 articles assessed coaching surgeons in established careers. 18 of the 23 articles discussed skill acquisition, 4 of which assessed nontechnical skills alone, and 14 assessed technical skills or both technical and nontechnical skills. Remote or cross-institutional coaching was explored in 8 of the 23 studies. None of the studies discussed or evaluated coaching in LMICs. CONCLUSIONS: Coaching is a method of teaching surgeons at multiple stages of a career. The explored advantages of surgical coaching may be applied to continuous performance improvement and collaboration with surgeons in LMICs. Furthermore, coaching may aid in advancement of the well-established Lancet Global Surgery Indicators, improving surgical capacity and quality in LMICs.


Assuntos
Educação Médica Continuada/métodos , Cooperação Internacional , Tutoria , Especialidades Cirúrgicas/educação , Cirurgiões/educação , Competência Clínica , Estudos de Viabilidade , Saúde Global , Humanos
20.
J Surg Res ; 244: 102-106, 2019 12.
Artigo em Inglês | MEDLINE | ID: mdl-31279993

RESUMO

BACKGROUND: After thyroidectomy, patients require Levothyroxine (LT4). It may take years of dose adjustments to achieve euthyroidism. During this time, patients encounter undesirable symptoms associated with hypo- or hyper-thyroidism. Currently, providers adjust LT4 dose by clinical estimation, and no algorithm exists. The objective of this study was to build a decision tree that could estimate LT4 dose adjustments and reduce the time to euthyroidism. METHODS: We performed a retrospective cohort analysis on 320 patients who underwent total or completion thyroidectomy at our institution. All patients required one or more LT4 dose adjustments from their initial postoperative dose before attaining euthyroidism. Using the Classification and Regression Tree algorithm, we built various decision trees from patient characteristics, estimating the dose adjustment to reach euthyroidism. RESULTS: The most accurate decision tree used thyroid-stimulating hormone values at first dose adjustment (mean absolute error = 13.0 µg). In comparison, the expert provider and naïve system had a mean absolute error of 11.7 µg and 17.2 µg, respectively. In the evaluation dataset, the decision tree correctly predicted the dose adjustment within the smallest LT4 dose increment (12.5 µg) 79 of 106 times (75%, confidence interval = 65%-82%). In comparison, expert provider estimation correctly predicted the dose adjustment 76 of 106 times (72%, confidence interval = 62%-80%). CONCLUSIONS: A decision tree predicts the correct LT4 dose adjustment with an accuracy exceeding that of a completely naïve system and comparable to that of an expert provider. It can assist providers inexperienced with LT4 dose adjustment.


Assuntos
Árvores de Decisões , Cálculos da Dosagem de Medicamento , Terapia de Reposição Hormonal/métodos , Tireoidectomia/efeitos adversos , Tiroxina/administração & dosagem , Adulto , Idoso , Feminino , Humanos , Hipertireoxinemia/sangue , Hipertireoxinemia/etiologia , Hipertireoxinemia/prevenção & controle , Hipotireoidismo/sangue , Hipotireoidismo/tratamento farmacológico , Hipotireoidismo/etiologia , Aprendizado de Máquina , Masculino , Pessoa de Meia-Idade , Cuidados Pós-Operatórios/métodos , Estudos Retrospectivos , Tireotropina/sangue , Tiroxina/efeitos adversos
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