hospital stay

住院时间
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  • 文章类型: Journal Article
    背景:胫骨远端骨折是常见的下肢损伤,经常伴有明显的软组织损伤。治疗这些骨折的最佳手术方法仍然是一个有争议的话题。这项研究的目的是对逆行胫骨髓内钉(RTN)和微创钢板接骨术(MIPO)治疗胫骨远端关节外骨折的结果进行比较分析。
    方法:对2019年12月至2021年12月期间48例胫骨远端关节外骨折患者进行回顾性研究。患者接受RTN或MIPO手术。各种参数,包括手术持续时间,术中透视暴露,工会的时间,持续时间直到完全承重,美国骨科足踝协会(AOFAS)评分,和并发症,记录并比较两个治疗组。
    结果:手术时间无统计学差异,工会的时间,胫骨远端冠状平面的角度,或RTN和MIPO组之间的AOFAS得分。然而,与MIPO组(4.1±2.0)相比,RTN组术中透视图像的平均数量(8.2±2.3)更高.RTN组显示出更短的平均住院时间(7.1±1.4天)和更快的恢复到完全负重(9.9±1.3周),显著优于MIPO组(9.0±2.0天和11.5±1.5周,分别)。在并发症方面,RTN组出现1例浅表感染,而MIPO小组表现出两起延迟工会和不工会的案例,两次发生深部感染,和另外三例浅表感染。
    结论:RTN和MIPO均是治疗胫骨远端关节外骨折的有效选择。然而,RTN可能在降低住院患者需求方面提供更好的结果,更快地恢复到全部承重能力,并发症发生率较低。
    BACKGROUND: Distal tibial fractures represent common lower limb injuries, frequently accompanied by significant soft tissue damage. The optimal surgical approach for managing these fractures remains a topic of considerable debate. The aim of this study was to perform a comparative analysis of the outcomes associated with retrograde intramedullary tibial nails (RTN) and minimally invasive plate osteosynthesis (MIPO) in the context of treating extra-articular distal tibial fractures.
    METHODS: A retrospective review was conducted on a cohort of 48 patients who sustained extra-articular distal tibial fractures between December 2019 and December 2021. Patients underwent either RTN or MIPO procedures. Various parameters, including operative duration, intraoperative fluoroscopy exposure, time to union, duration until full weight-bearing, American Orthopedic Foot and Ankle Society (AOFAS) scores, and complications, were recorded and compared between the two treatment groups.
    RESULTS: No statistically significant differences were observed in operative duration, time to union, angulation of the distal tibial coronal plane, or AOFAS scores between the RTN and MIPO groups. However, the RTN group had a higher average number of intraoperative fluoroscopy images (8.2 ± 2.3) compared to the MIPO group (4.1 ± 2.0). The RTN group demonstrated shorter average hospital stays (7.1 ± 1.4 days) and a quicker return to full weight-bearing (9.9 ± 1.3 weeks), which were significantly superior to the MIPO group (9.0 ± 2.0 days and 11.5 ± 1.5 weeks, respectively). In terms of complications, the RTN group had one case of superficial infection, whereas the MIPO group exhibited two cases of delayed union and nonunion, two occurrences of deep infection, and an additional three cases of superficial infection.
    CONCLUSIONS: Both RTN and MIPO are effective treatment options for extra-articular distal tibial fractures. However, RTN may offer superior outcomes in terms of decreased inpatient needs, faster return to full weight-bearing capacity, and a lower rate of complications.
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  • 文章类型: Journal Article
    背景:最近的研究表明,大约30%的男性和20%的女性在70岁时患有听力损失,在80岁时,这一比例分别上升到55%和45%。治疗方案包括助听器和人工耳蜗植入。局部麻醉(L.A.)下的人工耳蜗植入手术因其潜在的好处而越来越受欢迎。我们通过评估手术时间来分析比较洛杉矶和全身麻醉(G.A.)手术的现有文献,术后观察时间和住院时间。
    方法:本研究遵循PRISMA指南。在1984年至2023年发表的文章的不同数据库上进行了搜索。洛杉矶和G.A.的人工耳蜗植入物之间的比较研究以及手术持续时间的信息,包括住院时间和术后监护病房(PACU)的时间。
    结果:在确定的65篇文章中,包括5项研究,涉及634名患者。研究表明,洛杉矶手术的手术时间比G.A.短(p<0.0001)。PACU的住院时间(p=0.14)或时间(p=0.08)没有显着差异。L.A.的麻醉费用明显较低
    结论:LA手术已变得流行,尤其是老年患者。LA手术具有更短的手术时间和更低的成本,不会显着影响PACU的住院或时间。我们的研究强调了洛杉矶在人工耳蜗手术中的优势,还显示了该程序的相对较低的成本。更好的术后管理可以为患者带来进一步的利益并降低医院成本。
    BACKGROUND: recent studies have shown that around 30 % of men and 20 % of women at the age of 70 have a hearing loss, rates that rise to 55 % and 45 % respectively at the age of 80. Treatment options include hearing aids and cochlear implants. Cochlear implant surgery under local anesthesia (L.A.) is gaining popularity for its potential benefits. We analyzed the current literature comparing L.A. and general anesthesia (G.A.) surgery by assessing operation duration, post-operative observation time and length of hospital stay.
    METHODS: The study was conducted following the PRISMA guidelines. The search was performed on different database for articles published from 1984 to 2023. Comparative studies between cochlear implants in L.A. and G.A. with information on duration of surgery, length of hospital stay and time in postoperative care unit (PACU) were included.
    RESULTS: Of 65 articles identified, 5 studies were included, involving 634 patients. The studies showed that L.A. surgery had a shorter surgical time than G.A. (p < 0.0001). No significant differences were found in length of hospital stay (p = 0.14) or time in PACU (p = 0.08). The cost of anesthesia was significantly lower for L.A.
    CONCLUSIONS: The LA procedure has become popular, especially among elderly patients. The LA procedure has a shorter operative time and lower costs, without significantly affecting hospitalisation or time in PACU. Our study highlighted the advantages of L.A. in cochlear implant surgery, also showing the relatively low costs of the procedure. Better post-operative management could bring further benefits for patients and reduce hospital costs.
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  • 文章类型: Journal Article
    背景:使用简单的可测量测试早期发现登革热进展为严重形式对于启动适当的支持治疗至关重要。本研究旨在评估血清铁蛋白是否是登革热患者严重程度的指标。
    方法:这项以医院为基础的前瞻性观察性研究是对AdityaBirla纪念医院病房和重症监护病房(ICU)收治的70名患者进行的,浦那,印度,斋浦尔金医院,德里,印度,在研究期间满足纳入标准。登革热病例被分类为在第2-8天具有非结构蛋白1(NS1)阳性和/或在第6-10天具有免疫球蛋白M(IgM)阳性的病例,而具有其他确诊诊断的病例被视为其他发热性疾病。这项研究的结果是观察血清铁蛋白水平与疾病严重程度之间的关系,出院/死亡时的状况,以及住院时间。
    结果:平均血清铁蛋白(ng/mL),血小板计数(细胞/mm3),住院天数分别为1469.43±297.53、17289.29±8254.47和6.01±3.90。与非重度登革热患者相比,重度登革热患者的平均血清铁蛋白水平和中位住院时间明显更高(p<0.05)。血清铁蛋白水平与血小板计数之间存在中度(Pearson相关系数ρ=-0.35,p=0.0027)负相关,而血清铁蛋白水平与住院时间之间存在中度(ρ=0.50,p=0.0000)正相关。
    结论:血清铁蛋白水平可用作帮助区分严重和非严重登革热的工具。
    BACKGROUND: Early detection of dengue fever progression to severe form using simple measurable tests is crucial for initiating appropriate supportive therapy. This study aimed to assess whether serum ferritin is an indicator of severity in dengue patients.
    METHODS: This hospital-based prospective observational study was done on 70 patients admitted in wards and intensive care unit (ICU) of Aditya Birla Memorial Hospital, Pune, India, and Jaipur Golden Hospital, Delhi, India, satisfying inclusion criteria during the study period. Dengue cases were classified as those who had non-structural protein 1 (NS1) positivity on days 2-8 and/or positive immunoglobulin M (IgM) on days 6-10, while those with other confirmed diagnoses were considered as other febrile illnesses. The outcome of this study was to see an association between serum ferritin levels and severity of illness, condition at the time of discharge/death, and the length of hospitalization.
    RESULTS: Mean serum ferritin (ng/mL), platelet count (cells/mm3), and hospital stay (in days) were 1469.43±297.53, 17289.29±8254.47, and 6.01±3.90, respectively. Subjects with severe dengue had significantly higher mean serum ferritin levels and median hospital stays compared to those with non-severe dengue (p<0.05). A moderate (Pearson correlation coefficient ρ=-0.35, p=0.0027) negative correlation was found between serum ferritin level and platelet count whereas a moderate (ρ=0.50, p=0.0000) positive correlation was found between serum ferritin level and hospital stay.
    CONCLUSIONS: Serum ferritin levels can be used as a tool to help differentiate between severe and non-severe dengue.
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  • 文章类型: Journal Article
    背景:内镜粘膜下剥离术(ESD)是一种针对整个胃肠道疾病的侵入性较小的局部治疗方法。
    目的:制定综合管理方案,分析其对ESD术后患者手术结局和心理健康的影响。
    方法:研究人群包括在实施综合管理前接受ESD的患者和在实施综合管理后由同一外科医生进行ESD的患者。
    结果:与对照组相比,管理组的空腹时间和住院时间均缩短(P<0.05)。管理组术后并发症发生率高于对照组(3例vs11例,P=0.043)。术后12h,管理组疾病知识不确定度评分低于对照组(P<0.05)。管理组对负责的护士在患者熟悉度方面给予更多分数,负责任的护士的专业技能,与对照组相比,一般评价。管理组患者对护理责任护士满意度总分高于对照组(P<0.01)。治疗组术后12h焦虑自评量表和抑郁自评量表评分均低于对照组(P<0.01)。
    结论:研究表明,综合管理可以改善接受ESD的患者的手术结果和心理健康。
    BACKGROUND: Endoscopic submucosal dissection (ESD) is a less invasive local treatment for diseases throughout the gastrointestinal tract.
    OBJECTIVE: To develop an integrated management protocol and analyze its effects on surgical outcomes and mental health of patients after ESD.
    METHODS: The study population consisted of patients undergoing ESD before implementation of integrated management and those undergoing ESD by the same pool of surgeons after implementation of integrated management.
    RESULTS: The management group exhibited shortened fasting time and length of hospital stay compared to the control group (P < 0.05). The management group exhibited a higher incidence rate of postoperative complications than the control group (3 cases vs 11 cases; P = 0.043). The management group exhibited a lower uncertainty score for disease knowledge compared to the control group 12 h after surgery (P < 0.05). The management group gave more scores on the domains of patient familiarity to the responsible nurses, professional skills of responsible nurses, and general evaluation compared to the control group. The management group had a higher total score of patient satisfaction towards the responsible nurses in term of health care than the control group (P < 0.01). The management group exhibited lower Self-Rating Anxiety Scale and Self-Rating Depression Scale scores compared to the control group 12 h after surgery (P < 0.01).
    CONCLUSIONS: The study demonstrates that integrated management could improve surgical outcomes and mental health of patients undergoing ESD.
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  • 文章类型: Journal Article
    目的:关于住院老年患者贫血与认知水平改变之间的关联的证据很少。我们旨在评估卒中后康复患者的基线血红蛋白(Hb)水平与认知水平变化之间的关系。
    方法:进行了一项回顾性队列研究,包括连续住院的卒中后患者。从医疗记录中提取血清Hb水平的数据,特别是在入院后24小时内进行的测试。主要结果包括通过功能独立性测量(FIM-cognition)的认知领域评估的认知功能的出院评分以及住院期间FIM认知的相应变化。另一个结果指标是住院时间。多元线性回归分析用于评估入院时Hb水平与指定结果之间的关联。调整潜在的混杂因素。
    结果:955名患者(平均年龄73.2岁;53.6%男性)的数据被纳入分析。入院时Hb中位数为13.3[11.9,14.5]g/dL。在充分调整混杂因素后,基线Hb水平与出院时的FIM认知(β=0.045,p=0.025)和其增益(β=0.073,p=0.025)显着正相关。Further,基线Hb水平与住院时间呈独立负相关(β=-0.013,p=0.026).
    结论:卒中后患者基线Hb水平升高与认知水平保持和住院时间缩短相关。在开始时评估贫血是至关重要的预后指标。
    OBJECTIVE: Evidence is scarce regarding the association between anemia and alterations in cognitive level among hospitalized older patients. We aimed to evaluate the associations between baseline hemoglobin (Hb) levels and changes in cognitive level in patients undergoing rehabilitation after stroke.
    METHODS: A retrospective cohort study was conducted, encompassing consecutively hospitalized post-stroke patients. Data on serum Hb levels were extracted from medical records, specifically tests conducted within 24 hours of admission. Primary outcomes included discharge scores for cognitive function assessed by the cognitive domain of the Functional Independence Measure (FIM-cognition) and the corresponding change in FIM-cognition during hospitalization. Another outcome measure was the length of hospital stay. Multivariate linear regression analyses were employed to assess the association between Hb levels at admission and the designated outcomes, adjusting for potential confounding factors.
    RESULTS: Data from 955 patients (mean age 73.2 years; 53.6% men) were included in the analysis. The median Hb level at admission was 13.3 [11.9, 14.5] g/dL. After fully adjusting for confounding factors, the baseline Hb level was significantly and positively associated with FIM-cognition at discharge (β = 0.045, p = 0.025) and its gain (β = 0.073, p = 0.025). Further, the baseline Hb level was independently and negatively associated with length of hospital stay (β = -0.013, p = 0.026).
    CONCLUSIONS: Elevated baseline Hb levels are correlated with preserved cognitive level and shorter hospital stays in post-stroke patients. Evaluating anemia at the outset serves as a crucial prognostic indicator.
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  • 文章类型: Journal Article
    背景:开颅手术与一些不良反应相关,包括术后疼痛。本系统评价和荟萃分析旨在评估右美托咪定(DEX)用于开颅手术患者疼痛管理的有效性和安全性的证据。
    方法:我们遵循PRISMA指南。该协议已在开放科学框架中注册。我们搜索了2023年6月之前发表的现有随机对照研究(RCT),这些研究在PubMed的开颅手术围手术期使用右美托咪定,Scopus,还有Cochrane图书馆.在RevMan中进行了荟萃分析。CochraneRoB2和GRADE用于质量评估。
    结果:共纳入19个RCTs,包括3,153名患者。DEX组的疼痛强度低于对照组,平均差(MD)[95%置信区间(CI)]为-0.64[-1.16,-0.13],p值=0.01。在MD=-4.00[-6.16,-1.83]时,与对照组相比,DEX组总体消耗的阿片类药物较少,p值=0.0003。然而,两种结果的异质性都相当大(I2=81%,I2=96%,分别)。DEX组和对照组在首次镇痛后需要的时间上没有差异,高血压,低血压,或者咳嗽。
    结论:结果显示,右美托咪定的使用与较低的疼痛强度和较少的阿片类药物使用相关。DEX组患者的恶心和呕吐发作较少,激动,颤抖,但更多的心动过缓发作。DEX组和对照组在其他不良事件方面没有差异。
    BACKGROUND: Craniotomy is associated with several undesirable effects including postoperative pain. This systematic review and meta-analysis aimed to evaluate evidence on the efficacy and safety of dexmedetomidine (DEX) for pain management in patients undergoing craniotomy.
    METHODS: We followed Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. The protocol was registered in Open Science Framework. We searched for existing randomized controlled studies published before June 2023 that used DEX during the perioperative period in craniotomy in PubMed, Scopus, and the Cochrane Library. A meta-analysis was conducted in RevMan. Cochrane RoB2 and GRADE were used for quality assessment.
    RESULTS: A total of 19 randomized controlled trials comprising 3153 patients were included. Pain intensity was lower in the DEX group than the control group at a mean difference [95% confidence interval] of -0.64 [-1.16, -0.13], P-value = 0.01. The DEX group overall consumed less opioids in comparison with the control group at a mean difference = -4.00 [-6.16, -1.83], P value = 0.0003. However, heterogeneity was considerable for both outcomes (I2 = 81% and I2 = 96%, respectively). There was no difference between the DEX and control groups in the time to first postanalgesic requirement, hypertension, hypotension, or cough.
    CONCLUSIONS: The results showed that the use of DEX was associated with lower pain intensity and less opioid use. Patients in the DEX group experienced fewer episodes of nausea and vomiting, agitation, and shivering but more episodes of bradycardia. There was no difference between DEX and control groups in other adverse events.
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  • 文章类型: Journal Article
    据报道,结直肠癌(CRC)的小剖腹手术可缩短术后肠梗阻(POI)和住院时间。白细胞介素-6(IL-6)在肠组织炎症中起作用,导致POI。这项研究调查了腹部伤口和IL-6水平对CRC手术患者POI的影响。
    43例CRC患者接受了肠切除术。术前和术后2、24和48小时收集血清样品,通过ELISA定量细胞因子。临床数据,包括从手术到首次排气的时间和术后住院时间,人口统计学和病理学数据,和常规血液检查,与腹部伤口长度和术后细胞因子增量(称为Δ)进行统计学比较。
    腹部伤口的长度与临床变量(手术时间的长度,第一次肠胃排气通过的时间,和术后住院时间)和细胞因子变量(IL-6(Δ2h),IL-8(Δ2h)和IL-10(Δ2h)。线性回归分析显示,腹部伤口长度显著影响手术时间,第一次肠胃排气通过的时间,术后住院时间(p<0.001)。腹部伤口的长度对IL-6(Δ2h)和IL-8(Δ2h)有显着影响(分别为p<0.001),但对IL-10(Δ2h)没有影响。IL-6(Δ2h),但不是IL-8(Δ2h),对首次肛门排气时间和住院时间有显著影响(分别为p=0.007,p=0.006)。微型开腹手术(伤口长度<7cm)导致手术时间明显缩短,第一次肠胃排气通过的时间,术后住院时间(分别为p=0.004,p=0.003,p=0.006)以及术后IL-6增加减少(Δ2h)(p=0.015)。小切口开腹前切除术显著影响手术时间,首次排气的时间,术后住院时间,和IL-6(Δ2h)。
    我们的研究首次报道了腹部伤口长度之间的复杂相互作用,IL-6血清水平,恢复第一次排气,术后住院时间。这些结果表明,较小的腹部伤口和较小的术后IL-6增量与更快的肛门排气通道恢复和更短的住院时间有关。
    UNASSIGNED: A mini-laparotomy for colorectal cancer (CRC) has been reported to shorten postoperative ileus (POI) and hospital stay. Interleukin-6 (IL-6) plays a role in intestinal tissue inflammation, leading to POI. This study investigated the effects of abdominal wounds and IL-6 levels on POI in patients having CRC surgery.
    UNASSIGNED: Forty-three patients with CRC underwent bowel resection. Serum samples were collected preoperatively and at 2, 24, and 48 h after surgery for cytokine quantification by ELISA. Clinical data, including time from surgery to first passage of flatus and postoperative hospital stay, demographic and pathological data, and routine blood tests, were compared statistically with abdominal wound length and the postoperative increments of cytokines (designated as Δ).
    UNASSIGNED: The length of the abdominal wound showed a significant correlation with clinical variables (length of operation time, time of first flatus passage, and length of postoperative hospital stay) and cytokine variables (IL-6(Δ2 h), IL-8(Δ2 h) and IL-10(Δ2 h). Linear regression analysis showed that the abdominal wound length significantly influenced the operation time, time of first flatus passage, and length of postoperative hospital stay (p < 0.001). The length of the abdominal wound showed a significant influence on the IL-6(Δ2 h) and IL-8(Δ2 h) (p < 0.001, respectively) but no influence on IL-10(Δ2 h). IL-6(Δ2 h), but not IL-8(Δ2 h), significantly influenced the time to first flatus passage and length of hospital stay (p = 0.007, p = 0.006, respectively). The mini-laparotomy approach (wound length <7 cm) led to significantly shortened operation time, time of first flatus passage, length of postoperative stay (p = 0.004, p = 0.003, p = 0.006, respectively) as well as reduced postoperative increment of IL-6(Δ2 h) (p = 0.015). The mini-laparotomy for anterior resection surgery significantly influenced operation time, time of first passage of flatus, length of postoperative stay, and IL-6(Δ2 h).
    UNASSIGNED: Our study is the first to report the complex interaction among the length of the abdominal wound, IL-6 serum level, recovery of the first passage of flatus, and postoperative hospital stay. These results suggest that smaller abdominal wounds and smaller postoperative IL-6 increments were associated with faster recovery of flatus passage and shorter hospital stays.
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  • 文章类型: Journal Article
    简介:我们的目的是评估为急性憩室炎(AD)开发的诊断和治疗援助途径(PDTA)对AD患者管理的影响,并参考转诊中心的急诊室(ER)。
    方法:这项回顾性研究包括2021年1月1日至2022年12月31日(PDTA批准后)诊断为AD并提及ER的所有患者,与2015-2019年同期相比。在急诊室停留的时间,医疗和外科管理,并根据疾病类型测量住院时间(以天为单位)(无并发症与复杂)。
    结果:2015-2019年期间因AD导致的ER入院每年240±13例,2022年为290例(p=0.05)。在采用PDTA之后,在ER>24h的住院时间明显减少(p=0.01);中位住院率明显减少(p<0.05);无并发症的医疗率增加(p=0.01);手术治疗率下降(p=0.05);复杂疾病的内科治疗率上升(p=0.01),而手术治疗率降低(p=0.001);在无并发症(p=0.05)和无并发症(p=0.05)的AD中,住院时间显着减少。
    结论:开发和常规使用PDTA治疗AD显著改善了这些患者的管理,减少ER停留,手术程序和整体住院时间。
    BACKGROUND: Our aim was to assess the impact of the Diagnostic and Therapeutic Assistance Pathway (PDTA) developed for acute diverticulitis (AD) on the management of patients with AD and referring to the emergency room (ER) in a referral center.
    METHODS: This retrospective study includes all patients diagnosed with AD and referring to the ER between January 1, 2021, and December 31, 2022 (after approval of PDTA), compared to the same period of 2015-2019. Length of stay in ER, medical and surgical management, and length in hospital stay (in days) were also measured according to the type of disease (uncomplicated vs. complicated).
    RESULTS: ER admission due to AD during the period 2015-2019 was 240 ± 13 cases per year, while it was 290 cases in 2022 (p = 0.05). After adopting the PDTA, the rate of length of stay in ER >24 h for AD was significantly reduced (p = 0.01); the median rate of hospital admission for AD was significantly reduced (p < 0.05); the rate of medical treatment of uncomplicated disease was increased (p = 0.01), while the rate of surgical management was decreased (p = 0.05); the rate of medical treatment of complicated disease was increased (p = 0.01), while the rate of surgical management was decreased (p = 0.001); the hospital stay was significantly reduced in both uncomplicated (p = 0.05) and complicated (p = 0.05) AD.
    CONCLUSIONS: The development and the routine use of a PDTA dedicated to AD have significantly improved the management of these patients, reducing the ER stay, the surgical procedures, and the overall hospital stay.
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  • 文章类型: Journal Article
    本研究旨在构建基于机器学习算法的预测模型,以评估结直肠癌患者术后住院时间延长的风险,并分析与住院时间延长相关的术前和术后因素。
    我们前瞻性收集了83例结直肠癌患者的临床数据。该研究包括40个变量(包括39个预测变量和1个目标变量)。重要变量通过Lasso回归算法选择变量来识别,并使用十种机器学习模型构建预测模型,包括Logistic回归,决策树,随机森林,支持向量机,轻型梯度增压机,KNN,和极端梯度提升,分类提升,人工神经网络与深层森林.使用BootstrapROC曲线和校准曲线评估模型性能,选择最优模型,并使用SHAP可解释性算法进一步解释。
    通过Lasso回归确定了十个显著相关的重要变量,由1000个Bootstrap重采样验证,并通过BootstrapROC曲线表示。Logistic回归模型获得最高的AUC(AUC=0.99,95%CI=0.97-0.99)。可解释的机器学习算法显示,手术后第三天行走的距离是LR模型最重要的变量。
    本研究利用患者临床数据成功构建了预测术后住院时间的模型。该模型有望在临床实践中为医疗保健专业人员提供更精确的预测工具,为个性化护理干预提供基础,改善患者预后和生活质量,提高医疗资源利用效率。
    UNASSIGNED: This study aims to construct a predictive model based on machine learning algorithms to assess the risk of prolonged hospital stays post-surgery for colorectal cancer patients and to analyze preoperative and postoperative factors associated with extended hospitalization.
    UNASSIGNED: We prospectively collected clinical data from 83 colorectal cancer patients. The study included 40 variables (comprising 39 predictor variables and 1 target variable). Important variables were identified through variable selection via the Lasso regression algorithm, and predictive models were constructed using ten machine learning models, including Logistic Regression, Decision Tree, Random Forest, Support Vector Machine, Light Gradient Boosting Machine, KNN, and Extreme Gradient Boosting, Categorical Boosting, Artificial Neural Network and Deep Forest. The model performance was evaluated using Bootstrap ROC curves and calibration curves, with the optimal model selected and further interpreted using the SHAP explainability algorithm.
    UNASSIGNED: Ten significantly correlated important variables were identified through Lasso regression, validated by 1000 Bootstrap resamplings, and represented through Bootstrap ROC curves. The Logistic Regression model achieved the highest AUC (AUC=0.99, 95% CI=0.97-0.99). The explainable machine learning algorithm revealed that the distance walked on the third day post-surgery was the most important variable for the LR model.
    UNASSIGNED: This study successfully constructed a model predicting postoperative hospital stay duration using patients\' clinical data. This model promises to provide healthcare professionals with a more precise prediction tool in clinical practice, offering a basis for personalized nursing interventions, thereby improving patient prognosis and quality of life and enhancing the efficiency of medical resource utilization.
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