<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"
	xmlns:content="http://purl.org/rss/1.0/modules/content/"
	xmlns:wfw="http://wellformedweb.org/CommentAPI/"
	xmlns:dc="http://purl.org/dc/elements/1.1/"
	xmlns:atom="http://www.w3.org/2005/Atom"
	xmlns:sy="http://purl.org/rss/1.0/modules/syndication/"
	xmlns:slash="http://purl.org/rss/1.0/modules/slash/"
	>

<channel>
	<title>learning curve &#8211; Science</title>
	<atom:link href="https://scienmag.com/tag/learning-curve/feed/" rel="self" type="application/rss+xml" />
	<link>https://scienmag.com</link>
	<description></description>
	<lastBuildDate>Tue, 06 Oct 2026 17:12:33 +0000</lastBuildDate>
	<language>en-US</language>
	<sy:updatePeriod>
	hourly	</sy:updatePeriod>
	<sy:updateFrequency>
	1	</sy:updateFrequency>
	<generator>https://wordpress.org/?v=7.1.2</generator>

<image>
	<url>https://scienmag.com/wp-content/uploads/2024/07/cropped-scienmag_ico-32x32.jpg</url>
	<title>learning curve &#8211; Science</title>
	<link>https://scienmag.com</link>
	<width>32</width>
	<height>32</height>
</image> 
<site xmlns="com-wordpress:feed-additions:1">73899611</site>	<item>
		<title>Robotic surgery training gap revealed across liver and pancreas fellowships</title>
		<link>https://scienmag.com/robotic-surgery-training-gap-revealed-across-liver-and-pancreas-fellowships/</link>
		
		<dc:creator><![CDATA[Ophelia Keating]]></dc:creator>
		<pubDate>Tue, 06 Oct 2026 17:12:33 +0000</pubDate>
				<category><![CDATA[Social Science]]></category>
		<category><![CDATA[advances in minimally invasive hepatopancreatobiliary surgery]]></category>
		<category><![CDATA[AHPBA]]></category>
		<category><![CDATA[case logs]]></category>
		<category><![CDATA[complex hepatopancreatobiliary operations]]></category>
		<category><![CDATA[fellowship training]]></category>
		<category><![CDATA[fellowship training pathways in HPB surgery]]></category>
		<category><![CDATA[hepatopancreatobiliary (HPB) surgical training]]></category>
		<category><![CDATA[HPB surgery]]></category>
		<category><![CDATA[impact of fellowship duration on robotic skill acquisition]]></category>
		<category><![CDATA[learning curve]]></category>
		<category><![CDATA[liver and pancreas surgery fellowship education]]></category>
		<category><![CDATA[liver resection]]></category>
		<category><![CDATA[Minimally invasive surgery]]></category>
		<category><![CDATA[minimally invasive surgical proficiency]]></category>
		<category><![CDATA[pancreaticoduodenectomy]]></category>
		<category><![CDATA[Robotic surgery]]></category>
		<category><![CDATA[robotic surgery case volumes]]></category>
		<category><![CDATA[Robotic surgery training gaps]]></category>
		<category><![CDATA[surgical education]]></category>
		<category><![CDATA[surgical education and skill development]]></category>
		<category><![CDATA[surgical fellowship program comparison]]></category>
		<category><![CDATA[Surgical Oncology]]></category>
		<category><![CDATA[surgical training disparities across programs]]></category>
		<category><![CDATA[transplant surgery]]></category>
		<guid isPermaLink="false">https://scienmag.com/?p=242055</guid>

					<description><![CDATA[A ten-year analysis of fellowship case logs shows that dedicated HPB trainees receive far more robotic surgery experience than transplant-track fellows, yet no pathway graduates surgeons past published learning curve thresholds for complex robotic liver and pancreas operations.]]></description>
										<content:encoded><![CDATA[<p>Robotic surgery has transformed the way complex liver and pancreas operations are performed, offering patients smaller incisions, faster recoveries, and fewer complications. Yet the surgeons expected to deliver these benefits may be graduating from their fellowships with strikingly unequal preparation. A new ten-year analysis of fellowship case logs, published in Global Surgical Education, the Journal of the Association for Surgical Education, reveals that the three main training pathways into hepatopancreatobiliary (HPB) surgery produce graduates with profoundly different levels of minimally invasive experience, and that none of them, on average, brings a trainee close to the operative volumes associated with robotic proficiency.</p>
<p>The study, led by Katharine E. Caldwell of the Medical University of South Carolina with Dominic E. Sanford of Mayo Clinic Arizona and Natasha Leigh of Washington University in Saint Louis, examined de-identified case logs from the Fellowship Council for fellows graduating between 2014 and 2023 who pursued certification through the Americas Hepatopancreatobiliary Association (AHPBA). The cohort comprised 146 fellows from dedicated HPB programs, 55 from complex general surgical oncology (CGSO) programs, and 51 from transplant (TXP) programs. Because CGSO and TXP fellowships are all two-year programs while HPB fellowships included both one-year and two-year tracks, the researchers compared total operative experience per fellowship rather than per year, ensuring that differences in program length did not distort the comparison.</p>
<p>The structural differences between the pathways are central to the story. Dedicated HPB fellowships immerse trainees almost entirely in liver, pancreas, and biliary operations, although fellows may spend up to one month per year on a transplant rotation. CGSO fellows pursuing an AHPBA-certified track may spend six to ten months across their two fellowship years on HPB-focused rotations, with the remainder devoted to broader surgical oncology. TXP fellows on HPB tracks may spend only three to six months on HPB services, and the exact duration varies considerably between programs, with some centers caring for non-transplant HPB cases alongside routine liver transplant work depending on the attending surgeons&#8217; practice patterns. These competing clinical mandates, the authors hypothesized, would translate into different case mixes by the end of training.</p>
<p>The data confirmed that hypothesis in striking detail. HPB fellows completed the highest average total case volume at 187.4 cases, compared with 147.2 for CGSO and 160.9 for TXP fellows. HPB fellows also logged significantly more total pancreas operations, 82.0 on average, driven largely by open pancreaticoduodenectomy, the most technically demanding standard pancreatic resection, of which they performed 35.9 compared with 28.3 in CGSO and 29.8 in TXP fellows. Total liver resection volumes were broadly comparable across the three pathways, but the composition differed: transplant fellows led in open anatomic liver resections at 35.2 cases, reflecting the vascular and hepatic expertise central to transplantation, while HPB fellows performed the most non-anatomic resections at 67.3.</p>
<p>The most consequential divergence, however, emerged in robotic surgery. Across all three cohorts, average robotic case volume rose nearly elevenfold over the decade, from 1.7 to 18.7 cases, a signal of how rapidly the field has pivoted toward robotic platforms. But the distribution was starkly uneven. HPB fellows averaged 12.5 robotic HPB cases, CGSO fellows 8.5, and transplant fellows just 1.0, a statistically significant gap that persisted across nearly every operation type. HPB fellows logged 4.4 robotic pancreaticoduodenectomies and 3.8 robotic distal pancreatectomies on average, compared with 0.2 and 0.6 respectively for their transplant counterparts. Robotic anatomic liver resections, at 2.1 cases in the HPB track, were more than sixty times the transplant figure of 0.03.</p>
<p>Those numbers matter because of what is known about learning curves in robotic HPB surgery. Published analyses suggest that surgeons need roughly 40 robotic pancreaticoduodenectomies or 30 robotic major hepatectomies to reach proficiency, with learning curve estimates for these complex operations generally falling between 30 and 50 cases. Not a single fellow in the entire ten-year series exceeded those thresholds, although several HPB-track trainees came within five cases of them. In other words, even in the highest-volume pathway, the average graduate leaves fellowship well short of the published proficiency boundary, meaning the steepest part of the learning curve must be climbed in early independent practice, often without the structured mentorship, simulation, and coaching that fellowship uniquely provides.</p>
<p>The authors are careful to note that the fellowship&#8217;s goal is not to produce fully mastered robotic surgeons, which requires years of practice, feedback, and failure. Rather, fellowship should supply adequate exposure, autonomy, and mentorship so that graduates can continue developing safely in their first jobs. The concern is that the observed gaps, particularly the near-total absence of robotic experience among transplant-track fellows, may leave some graduates poorly positioned for a job market in which patient demand and clinical evidence increasingly favor minimally invasive approaches. Prior research cited in the study indicates that fellowship type independently influences early-career perioperative outcomes, with HPB-specific training associated with superior results, underscoring that these training differences have real clinical consequences.</p>
<p>The study also highlights a structural shift that may widen the disparity. Historically, high-volume HPB fellowships could compress all case requirements into a single year, and most of the high-robotic-volume programs in this dataset were one-year tracks. AHPBA certification requirements are now transitioning to mandate two full years for all fellowships, and current proposals plan to increase both total HPB case requirements and the number of required minimally invasive cases. Doubling the training duration at high-volume centers could give HPB fellows substantially more time to accumulate robotic experience, while many transplant fellowships, the authors note, would already fall below the proposed case volume increases, especially if minimally invasive requirements rise significantly. Canadian programs, which are predominantly two-year and have adopted robotics more slowly due to publicly funded health system structures and reimbursement differences, add further regional variability.</p>
<p>Importantly, the transplant pathway is not uniformly left behind. The authors acknowledge that some transplant programs are outliers with extensive robotic expertise spanning both HPB and transplant operations, and faculty experience, access to dual-console robotic systems, and local practice patterns all shape what an individual fellow encounters. The study also carries methodological limitations that temper its conclusions. The data are fellow-reported and retrospective, and inaccuracies in case logging are well documented, though they diminish with training year and are likely distributed evenly across pathways. Because the data were anonymized, the researchers could not link residency and fellowship experience, meaning each fellow&#8217;s cumulative operative exposure across their entire training lifespan is underestimated, nor could they control for the exact months spent on HPB services. The CGSO and TXP fellows studied represent only those programs that chose to offer AHPBA-certified HPB tracks, the most HPB-focused subset of their fields, so the true disparity for the average surgical oncology or transplant graduate is likely even larger than these figures suggest.</p>
<p>Perhaps the deepest question the study raises is whether case counts are the right measure at all. Volume, the authors argue, is an imperfect surrogate for competence: a fellow logged as primary surgeon may have performed very different proportions of an operation at different programs, and current case logs do not capture the degree of attending involvement. As surgical training shifts toward outcomes-based assessment and Entrustable Professional Activities, the traditional case log may need to give way to careful observational evaluation of genuine operative independence. Deliberate practice, coaching, simulation, and post-fellowship mentorship all shape the path to mastery in ways that raw numbers cannot capture. Still, the message for training programs is unambiguous: minimally invasive exposure is distributed unevenly across the pipelines that feed the HPB workforce, graduation volumes fall short of established learning curve thresholds for the most complex robotic operations, and standardized, platform-specific curricula with competency-based assessment are urgently needed. As more residency graduates than ever pursue fellowship and patient demand for robotic liver and pancreas surgery grows, the programs that train tomorrow&#8217;s HPB surgeons will need to decide, deliberately and soon, whether they can deliver expertise across transplant, oncology, and HPB domains and across open, laparoscopic, and robotic platforms within a single two-year fellowship.</p>
<p><strong>Subject of Research:</strong> Variation in minimally invasive and robotic operative training across hepatopancreatobiliary fellowship pathways</p>
<p><strong>Article Title:</strong> Training the next generation of minimally invasive HPB surgeons: are current fellowships crossing the learning curve?</p>
<p><strong>Article References:</strong> Caldwell, K. E., Sanford, D. E., &amp; Leigh, N. (2026). Training the next generation of minimally invasive HPB surgeons: are current fellowships crossing the learning curve?. <em>Global Surgical Education &#8211; Journal of the Association for Surgical Education, 5</em>(1), Article 186. <a href="https://doi.org/10.1007/s44186-026-00602-7" rel="noopener noreferrer">https://doi.org/10.1007/s44186-026-00602-7</a></p>
<p><strong>Image Credits:</strong> AI Generated</p>
<p><strong>DOI:</strong> <a href="https://doi.org/10.1007/s44186-026-00602-7" rel="noopener noreferrer">10.1007/s44186-026-00602-7</a></p>
<p><strong>Keywords:</strong> HPB surgery, robotic surgery, fellowship training, minimally invasive surgery, surgical education, learning curve, pancreaticoduodenectomy, liver resection, transplant surgery, surgical oncology, AHPBA, case logs</p>
]]></content:encoded>
					
		
		
		<post-id xmlns="com-wordpress:feed-additions:1">242055</post-id>	</item>
		<item>
		<title>Tiny Photonic Sensors Could Make Composite Manufacturing Cheaper and Greener</title>
		<link>https://scienmag.com/tiny-photonic-sensors-could-make-composite-manufacturing-cheaper-and-greener/</link>
		
		<dc:creator><![CDATA[Denise Maddox]]></dc:creator>
		<pubDate>Tue, 06 Oct 2026 09:20:02 +0000</pubDate>
				<category><![CDATA[Climate]]></category>
		<category><![CDATA[clean technology]]></category>
		<category><![CDATA[composite manufacturing]]></category>
		<category><![CDATA[composite material manufacturing efficiency]]></category>
		<category><![CDATA[composites manufacturing quality control]]></category>
		<category><![CDATA[cost analysis of photonic sensors]]></category>
		<category><![CDATA[emissions reduction in composite manufacturing]]></category>
		<category><![CDATA[environmentally friendly composite production]]></category>
		<category><![CDATA[EU-funded smart sensor projects]]></category>
		<category><![CDATA[industrial automation]]></category>
		<category><![CDATA[integration of photonic technology in industry]]></category>
		<category><![CDATA[labour costs]]></category>
		<category><![CDATA[learning curve]]></category>
		<category><![CDATA[Life Cycle Assessment]]></category>
		<category><![CDATA[life cycle costing]]></category>
		<category><![CDATA[lightweight high-performance composites]]></category>
		<category><![CDATA[photonic integrated circuits]]></category>
		<category><![CDATA[photonic sensors]]></category>
		<category><![CDATA[Photonic sensors in composite manufacturing]]></category>
		<category><![CDATA[process monitoring]]></category>
		<category><![CDATA[sensor-based process monitoring]]></category>
		<category><![CDATA[silicon photonics]]></category>
		<category><![CDATA[smart manufacturing sensors]]></category>
		<category><![CDATA[Sustainability]]></category>
		<category><![CDATA[sustainable manufacturing technologies]]></category>
		<guid isPermaLink="false">https://scienmag.com/?p=240838</guid>

					<description><![CDATA[A combined life cycle costing and life cycle assessment of an embedded photonic sensor for composite manufacturing reveals that labour-intensive assembly dominates costs while chip fabrication drives energy use, pointing to shared targets for automation and environmental optimisation.]]></description>
										<content:encoded><![CDATA[<p>Composite materials have transformed modern engineering, from the wings of passenger aircraft to the blades of wind turbines and the body panels of high-performance cars. Their appeal lies in an extraordinary combination of properties: stiffness that rivals metals at a fraction of the weight, resistance to corrosion, and the ability to be tailored to almost any structural demand. But composites are also unforgiving to manufacture. Resin must flow into fibre beds at exactly the right temperature and pressure, and curing must progress on schedule. When something goes wrong inside the tool, the first sign is often a defective part worth thousands of pounds, along with the energy and material that were wasted making it. A new study published in Clean Technologies and Environmental Policy now asks a question that has largely been ignored in the rush to embed smart sensors inside composite tooling: what does it actually cost, in euros and in emissions, to put a photonic sensor inside a manufacturing tool?</p>
<p>The research, carried out by Xiaofei Cui of TWI Limited together with Akram Zitoun and Sadik Omairey of the Brunel Composites Centre at Brunel University London, examines a photonic-integrated sensor system developed under the European Union-funded SEER project. The sensor is designed to be embedded directly within composite tooling, where it monitors refractive index, temperature, and pressure in real time. These three parameters are the vital signs of composite production: refractive index reveals how the resin is flowing and curing, temperature governs the chemistry of the cure cycle, and pressure indicates whether the part is being consolidated properly. Because the sensor sits inside the tool surface, it can detect anomalies as they happen rather than after the part has been removed and inspected, offering the prospect of fewer scrapped components and more repeatable processes.</p>
<p>At the heart of the device is a photonic-integrated circuit, or PIC, fabricated using silicon-on-insulator technology. The prototype chips were produced through a multi-project wafer run, starting from a 725-micrometre silicon substrate topped with a 2-micrometre buried oxide layer. Two types of silicon waveguides, each 220 nanometres thick, guide light through the chip: a strip waveguide and a rib waveguide with a 70-nanometre etched slab. A 520-nanometre low-temperature oxide layer and a thin silicon nitride cap complete the stack. Light travelling through these waveguides interacts with its surroundings, so changes in the refractive index of the resin, or in temperature and pressure at the sensor surface, shift the optical signal in ways that can be read out with high precision. The chip is then post-processed, with reactive ion etching or wet etching used to create the refractive index sensing features and anisotropic etching or substrate bonding used to form the pressure-sensing membrane.</p>
<p>What makes the study unusual is that the authors did not stop at demonstrating that the sensor works. They built a combined life cycle costing and life cycle assessment framework to evaluate the device from prototype fabrication through to industrial scale-up. The economic side used a hybrid bottom-up and activity-based costing model, in which the total cost of production is the sum of the costs of every individual manufacturing activity, each broken down into labour, materials, energy, and equipment. The environmental side was modelled in GaBi software in accordance with the ISO 14040 and ISO 14044 standards, taking a single sensor as the functional unit and covering raw material supply, manufacturing, distribution, use, and end-of-life pathways including reuse and landfill.</p>
<p>The cost findings are striking. Across the prototype stage, labour was the dominant expenditure in both recurring and non-recurring costs, dwarfing the contributions of materials, energy, and equipment. At the process level, assembly dominated the recurring costs, substantially exceeding PIC fabrication, testing and validation, and coating. This is not surprising when the assembly sequence is examined in detail: the PIC with its micro-lens must be manually inserted into a metal adapter, a separate lens mounted on a ceramic ferrule holding the optical fibre must be aligned using a six-degree-of-freedom positioner, and each joint must be secured with epoxy and cured. These delicate optical alignment steps are precisely the operations that photonic packaging engineers identify as the bottleneck in moving integrated photonics from the laboratory to volume production.</p>
<p>To understand how costs might evolve as production scales up, the team applied learning curve analysis, a well-established manufacturing economics technique that captures how labour hours per unit fall as workers gain experience and processes mature. The analysis assumed learning rates of 80, 85, and 87 per cent, drawn from the literature, and revealed a pattern familiar from aircraft and semiconductor manufacturing. Early gains are dramatic: at low volumes, suitable investment can improve productivity by around one per cent per unit. But the improvements saturate quickly. After the 191st unit, the potential gain drops to just 0.1 per cent, and after the 365th unit it falls to 0.05 per cent. Beyond that endpoint, further investment in training and tooling will not pay for itself, a conclusion with direct consequences for how manufacturers should time their automation investments.</p>
<p>The sensitivity analysis added a geopolitical dimension to the economics. Labour accounted for 77 per cent of total recurring costs in the scale-up scenario, so regional wage differences matter enormously. Applying Eurostat data from 2022, which showed average hourly labour costs ranging from €8.2 in Bulgaria to €50.7 in Luxembourg and €55.6 in Norway, the researchers found that in high-wage countries labour represents more than 80 per cent of total production costs, while in lower-wage regions it falls to around 40 per cent. For a technology whose commercial viability hinges on labour-intensive assembly, decisions about where to manufacture and how much to automate could determine whether embedded photonic sensing reaches the factory floor at all.</p>
<p>The environmental assessment told a complementary story. PIC fabrication and post-processing emerged as the most energy-intensive stages, together accounting for more than 63 per cent of the total energy required to manufacture and use the sensor, a burden attributed to the energy-hungry clean-room operations and the complexity of photonic device fabrication. The same fabrication stage also returned the highest global warming potential and the highest ozone depletion rate in the life cycle impact results, partly because prototype production was performed manually and involved multiple research iterations. At the other extreme, sensor testing and validation consumed less than two per cent of the total energy, using small, low-emission equipment. Downstream processes such as coating, packaging, and integration contributed minimally to the overall footprint.</p>
<p>Perhaps the most valuable insight of the study is that the economic and environmental hotspots largely coincide. The labour-intensive assembly operations that dominate recurring costs and the PIC fabrication and post-processing stages that dominate energy demand and emissions are the same targets that automation, wafer-level batch processing, and improved first-time-right manufacturing would address. The authors recommend focusing automation specifically on the manual insertion, alignment, epoxy dispensing, and packaging steps; prioritising reductions in repeated prototype iterations during chip fabrication; comparing etching routes not only technically but in terms of energy demand and yield; and concentrating investment in productivity improvements before the learning curve saturates. They also caution against over-investing in environmental improvements to testing and validation, which is simply too small a contributor to matter.</p>
<p>The broader significance extends beyond one sensor design. As industries under pressure to decarbonise turn to lightweight composites, and as smart manufacturing promises to squeeze waste and defects out of production, embedded sensing is likely to become standard practice. But this study demonstrates that the sustainability case for such technologies cannot be assumed; it must be quantified. By showing that cost and carbon concentrate in the same early manufacturing stages, and that learning curves, labour rates, and automation strategies jointly determine commercial viability, the researchers have provided a reusable framework for evaluating emerging photonic sensing technologies as they make the difficult transition from research prototype to industrial product. For composite manufacturers weighing whether to embed intelligence in their tooling, the answer, it turns out, depends as much on economics and energy as on optics.</p>
<p><strong>Subject of Research:</strong> Environmental and economic life cycle assessment of an embedded photonic sensor system for real-time composite manufacturing monitoring</p>
<p><strong>Article Title:</strong> Environmental and economic assessment of an embedded photonic sensor system for composite manufacturing monitoring</p>
<p><strong>Article References:</strong> Cui, X., Zitoun, A., &amp; Omairey, S. (2026). Environmental and economic assessment of an embedded photonic sensor system for composite manufacturing monitoring. <em>Clean Technologies and Environmental Policy, 28</em>(10), Article 265. <a href="https://doi.org/10.1007/s10098-026-03614-5" rel="noopener noreferrer">https://doi.org/10.1007/s10098-026-03614-5</a></p>
<p><strong>Image Credits:</strong> AI Generated</p>
<p><strong>DOI:</strong> <a href="https://doi.org/10.1007/s10098-026-03614-5" rel="noopener noreferrer">10.1007/s10098-026-03614-5</a></p>
<p><strong>Keywords:</strong> composite manufacturing, photonic sensors, photonic integrated circuits, life cycle assessment, life cycle costing, learning curve, industrial automation, sustainability, silicon photonics, process monitoring, labour costs, clean technology</p>
]]></content:encoded>
					
		
		
		<post-id xmlns="com-wordpress:feed-additions:1">240838</post-id>	</item>
		<item>
		<title>Virtual Reality Simulators and Case Volume Emerge as Key Drivers of Surgeon Training Success</title>
		<link>https://scienmag.com/virtual-reality-simulators-and-case-volume-emerge-as-key-drivers-of-surgeon-training-success/</link>
		
		<dc:creator><![CDATA[Courtney Benton]]></dc:creator>
		<pubDate>Sat, 03 Oct 2026 20:36:12 +0000</pubDate>
				<category><![CDATA[Science Education]]></category>
		<category><![CDATA[advances in ophthalmic surgical training techniques]]></category>
		<category><![CDATA[assessment of surgeon readiness for independent practice]]></category>
		<category><![CDATA[BMC Medical Education]]></category>
		<category><![CDATA[case volume]]></category>
		<category><![CDATA[cataract surgery]]></category>
		<category><![CDATA[competency assessment]]></category>
		<category><![CDATA[evaluation of ophthalmic surgery training outcomes]]></category>
		<category><![CDATA[impact of case volume on surgical proficiency]]></category>
		<category><![CDATA[learning curve]]></category>
		<category><![CDATA[learning curve in ophthalmology residency]]></category>
		<category><![CDATA[Medical Education]]></category>
		<category><![CDATA[ophthalmology residency]]></category>
		<category><![CDATA[ophthalmology resident surgical skill acquisition]]></category>
		<category><![CDATA[PRISMA-guided medical education research]]></category>
		<category><![CDATA[role of simulation in surgical competency]]></category>
		<category><![CDATA[Simulation training]]></category>
		<category><![CDATA[surgical complications]]></category>
		<category><![CDATA[surgical education]]></category>
		<category><![CDATA[systematic review]]></category>
		<category><![CDATA[systematic review of surgical education methods]]></category>
		<category><![CDATA[use of electronic databases in medical education studies]]></category>
		<category><![CDATA[virtual reality]]></category>
		<category><![CDATA[virtual reality ophthalmology surgical training]]></category>
		<category><![CDATA[VR simulators for eye surgery]]></category>
		<guid isPermaLink="false">https://scienmag.com/?p=231782</guid>

					<description><![CDATA[A systematic review of ophthalmology residency training finds that simulation-based education and experience-matched case selection improve surgical outcomes, while validated competency assessment tools remain scarce.]]></description>
										<content:encoded><![CDATA[<p>Every year, thousands of ophthalmology residents around the world take up the delicate task of learning to operate on the human eye, where incisions are measured in millimeters and a single misstep can permanently alter a patient&#8217;s vision. A new systematic review published in BMC Medical Education has now pulled together the scattered evidence on how these surgeons-in-training actually acquire their skills, and how the medical community judges whether they are ready to operate independently. The review, led by Luksanaporn Krungkraipetch and colleagues at Burapha University in Thailand, offers one of the most structured syntheses to date of a field that has long relied on tradition, apprenticeship, and intuition rather than rigorous educational science.</p>
<p>The research team followed the PRISMA 2020 reporting guidelines, the international standard for conducting and reporting systematic reviews in health care. They searched four major electronic databases, PubMed, Scopus, the Cochrane Library, and ERIC, in December 2025, casting a wide net across the medical education literature. From an initial pool of 4,233 records, only twelve studies published between 2007 and 2022 ultimately met the strict inclusion criteria. To qualify, studies had to evaluate surgical training outcomes among ophthalmology residents, covering measures such as intraoperative or postoperative complications, surgical efficiency, case-volume and learning-curve effects, surgical success, trainee competency, or the impact of simulation-based training. Research on non-residency populations or on educational interventions unrelated to surgery was excluded.</p>
<p>That attrition rate, from more than four thousand records to just twelve included studies, tells its own story. Despite decades of concern about how surgeons learn their craft, the evidence base for one of medicine&#8217;s most technically demanding specialties remains remarkably thin and fragmented. The twelve studies that survived screening came from the United States, the United Kingdom, India, Australia, and sub-Saharan Africa, a geographic spread that the authors note is heavily skewed toward high-income countries. Because the included studies varied so widely in their populations, interventions, and outcome measures, the team chose a narrative synthesis rather than a meta-analysis, meaning they could map the direction and consistency of reported effects but not pool them into a single summary statistic.</p>
<p>One of the clearest signals to emerge concerns case volume. Across the reviewed literature, higher cumulative surgical volume was consistently associated with lower complication rates, reinforcing the long-standing intuition that practice makes safer surgeons. Yet the picture is not purely mechanical. The review found that case-specific risk factors, such as the complexity of an individual patient&#8217;s pathology, independently predicted complications even after accounting for trainee experience. In other words, a resident&#8217;s hundredth cataract operation on a routine patient may be safer than a supervised first operation on an eye with a traumatized cornea or a weak lens support. This finding carries practical weight: it suggests that training programs should think not only about how many operations a resident performs, but about which operations, matched to the resident&#8217;s current level of skill and the level of supervision available.</p>
<p>The review also confronted a question that every surgical patient implicitly asks: is it safe to let a trainee operate? The evidence indicates that surgery performed by residents is associated with higher short-term complication rates compared with surgery performed by experienced surgeons, a result that will surprise no one. More encouraging, however, is the finding that long-term outcomes were often comparable between trainee-performed and consultant-performed procedures. This distinction between immediate and delayed results matters enormously for how training programs and patients think about the learning process. It suggests that the short-term bump in complications associated with supervised trainee surgery may not translate into lasting harm, provided that cases are appropriately selected and supervised and that patients receive adequate follow-up to catch and manage early problems.</p>
<p>Perhaps the most consistent and practically important finding of the entire review involves simulation. Across four studies, including two randomized controlled trials, simulation-based and virtual-reality training was consistently associated with lower complication rates and higher competence scores among trainees. Randomized controlled trials sit at the top of the evidence hierarchy, so their presence in this small literature is notable, and the fact that both pointed in the same direction strengthens confidence in the conclusion. Virtual reality cataract surgery simulators, which allow residents to practice capsule tearing, phacoemulsification, and instrument handling on a computer-generated eye with real-time feedback on tremor and tissue damage, have become increasingly sophisticated over the past two decades. The review&#8217;s findings suggest that this technology is not merely a convenient substitute for the operating room but an active driver of safer surgical performance once residents reach real patients.</p>
<p>The authors assessed the methodological quality of the included studies using design-specific tools. Observational studies were appraised with the Joanna Briggs Institute critical appraisal checklists, randomized controlled trials with the Cochrane Risk of Bias 2 tool, and the single instrument validation study with the COSMIN Risk of Bias checklist. Two reviewers independently screened titles, abstracts, and full texts, with disagreements resolved by consensus. This multi-tool approach reflects the heterogeneity of the underlying literature, but it also exposed a deeper problem: most of the evidence rests on observational designs, which are vulnerable to confounding and selection bias. Programs that give residents more cases may also differ in countless other ways from programs that give fewer, making it difficult to isolate the true causal effect of volume alone.</p>
<p>If simulation emerged as the strongest positive finding, the assessment of competency emerged as the weakest link. The review found that validated competency assessment instruments remain strikingly limited, with only one study in the entire evidence base addressing instrument validity in depth. This is a critical gap for a specialty built on microsurgical precision. Without validated tools to measure surgical competence, program directors are left to judge readiness using subjective supervisor impressions, logged case counts, or ad hoc rating scales whose psychometric properties are largely unknown. The authors highlight cataract surgery, the most common operation most ophthalmology residents will perform and the procedure on which much of the global burden of avoidable blindness depends, as an area particularly in need of validated assessment instruments.</p>
<p>The geographic concentration of the evidence adds a further layer of concern. With studies drawn predominantly from the United States, the United Kingdom, India, Australia, and parts of sub-Saharan Africa, the review notes that the evidence base is concentrated in high-income settings, leaving vast regions of the world where cataract surgical backlogs are greatest essentially unstudied in the medical education literature. Training conditions, case mix, supervision ratios, and available technology differ enormously between a well-funded academic center in North America and a district hospital in a low-resource setting. Findings about learning curves and complication thresholds generated in one context may simply not transfer to another, which is why the authors call for more geographically diverse, prospective research.</p>
<p>The overall message of the review is one of cautious optimism paired with a demanding agenda. Simulation-based training and structured, experience-matched case selection are associated with improved surgical outcomes and surgical competence among ophthalmology residents, giving training programs concrete, evidence-supported levers to pull today. At the same time, the field needs prospective studies that follow residents over time, validated assessment tools that can objectively certify competence, and research that extends beyond wealthy countries to the settings where surgical training capacity is most constrained. As virtual reality simulators become cheaper and more widespread, and as regulators and patients increasingly demand objective proof of surgical readiness, the pressure to build a rigorous educational evidence base for eye surgery will only grow. This review provides both a map of what is known and a clear picture of how much work remains.</p>
<p><strong>Subject of Research:</strong> Surgical training and competency assessment in ophthalmology residency programs</p>
<p><strong>Article Title:</strong> Ophthalmology residency surgical training and competency assessment: a systematic review of medical education evidence</p>
<p><strong>Article References:</strong> Krungkraipetch, L., Leelawongs, S., &amp; Krungkraipetch, K. (2026). Ophthalmology residency surgical training and competency assessment: a systematic review of medical education evidence. <em>BMC Medical Education</em>. <a href="https://doi.org/10.1186/s12909-026-10546-7" rel="noopener noreferrer">https://doi.org/10.1186/s12909-026-10546-7</a></p>
<p><strong>Image Credits:</strong> AI Generated</p>
<p><strong>DOI:</strong> <a href="https://doi.org/10.1186/s12909-026-10546-7" rel="noopener noreferrer">10.1186/s12909-026-10546-7</a></p>
<p><strong>Keywords:</strong> ophthalmology residency, surgical education, competency assessment, simulation training, virtual reality, cataract surgery, case volume, learning curve, systematic review, medical education, surgical complications, BMC Medical Education</p>
]]></content:encoded>
					
		
		
		<post-id xmlns="com-wordpress:feed-additions:1">231782</post-id>	</item>
		<item>
		<title>Single-Port Surgery Through the Belly Button Matches Standard Keyhole Repair in Children</title>
		<link>https://scienmag.com/single-port-surgery-through-the-belly-button-matches-standard-keyhole-repair-in-children/</link>
		
		<dc:creator><![CDATA[Ophelia Keating]]></dc:creator>
		<pubDate>Fri, 02 Oct 2026 14:30:09 +0000</pubDate>
				<category><![CDATA[Medicine]]></category>
		<category><![CDATA[bile duct]]></category>
		<category><![CDATA[BMC Pediatrics]]></category>
		<category><![CDATA[choledochal cyst excision]]></category>
		<category><![CDATA[congenital bile duct cyst treatment in children]]></category>
		<category><![CDATA[congenital choledochal cyst]]></category>
		<category><![CDATA[cosmetic outcomes]]></category>
		<category><![CDATA[cosmetic outcomes of single-port versus traditional laparoscopic surgery]]></category>
		<category><![CDATA[CUSUM analysis]]></category>
		<category><![CDATA[learning curve]]></category>
		<category><![CDATA[learning curve in single-port pediatric surgeries]]></category>
		<category><![CDATA[Minimally invasive surgery]]></category>
		<category><![CDATA[minimally invasive surgery for bile duct cysts in children]]></category>
		<category><![CDATA[operative time]]></category>
		<category><![CDATA[pediatric minimally invasive surgery safety comparison]]></category>
		<category><![CDATA[pediatric surgery]]></category>
		<category><![CDATA[safety and efficacy of single]]></category>
		<category><![CDATA[single-incision laparoscopic choledochal cyst repair]]></category>
		<category><![CDATA[single-port laparoscopy]]></category>
		<category><![CDATA[single-port pediatric surgery]]></category>
		<category><![CDATA[single-port surgical techniques for pediatric biliary disorders]]></category>
		<category><![CDATA[surgical training]]></category>
		<category><![CDATA[transumbilical minimally invasive bile duct cyst removal]]></category>
		<category><![CDATA[umbilical single-port vs multi-port laparoscopic surgery]]></category>
		<guid isPermaLink="false">https://scienmag.com/?p=228255</guid>

					<description><![CDATA[A study of 106 children found that single-port laparoscopy through the navel is as safe as conventional four-port surgery for congenital choledochal cysts, with proficiency achieved after about 18 cases and comparable operative times after roughly 38.]]></description>
										<content:encoded><![CDATA[<p>Surgeons in China have reported that removing a congenital choledochal cyst through a single incision hidden inside the belly button works just as safely as the standard four-incision keyhole operation, once the surgical team has climbed the steep learning curve that the single-port technique demands. The study, published in BMC Pediatrics by a team at the Affiliated Hospital of Zunyi Medical University, followed 106 children who underwent surgery for these rare bile duct malformations between August 2017 and October 2022. Fifty children received the transumbilical single-port operation, in which every instrument enters the abdomen through one small opening at the navel, while fifty-six received the conventional four-port laparoscopic repair that has been the standard of care for years. The comparison offers one of the clearest pictures yet of how a technically demanding, cosmetically appealing alternative stacks up against an established procedure in a vulnerable pediatric population.</p>
<p>Congenital choledochal cysts are abnormal balloon-like dilations of the bile ducts, the plumbing that carries bile from the liver to the intestine. Left untreated, they predispose children to recurrent inflammation, pancreatitis, and, over a lifetime, a markedly elevated risk of bile duct cancer. The definitive treatment is surgical excision of the cyst followed by reconstruction, in which a loop of small intestine is fashioned into a new drainage pathway for bile. Doing this in an infant or small child through keyhole instruments is already considered one of the more advanced operations in pediatric surgery, requiring fine dissection near the portal vein and hepatic artery, precise suturing of tiny bowel loops, and careful management of the pancreatic duct junction. Adding the constraint of a single entry point makes the operation harder still, because instruments crowded through one incision clash with one another and the camera shares the same crowded corridor as the working tools.</p>
<p>The researchers divided their patients into two groups and compared the full sweep of perioperative measures. The results were strikingly balanced on nearly every safety metric that matters to families. Blood loss during surgery, the time it took for the children&#8217;s bowels to resume normal function after the operation, the length of the postoperative hospital stay, total hospitalization costs, and the rate of complications were all statistically indistinguishable between the two approaches. In plain terms, children who had the entire operation performed through their navel recovered just as quickly, bled just as little, and suffered just as few problems as those operated on through four separate incisions scattered across the abdomen.</p>
<p>There was, however, one consistent penalty: time. Operations in the single-port group took significantly longer than those in the four-port group, a difference the authors attribute to the instrument crowding and loss of triangulation that define single-access surgery. When the camera and two working instruments all pass through the same 10 to 15 millimeter opening, the surgeon loses the natural separation of angles that makes conventional laparoscopy feel almost like open surgery in miniature. Instruments parallel to the camera shaft obscure depth perception, and every movement of one tool transmits to the others. Experienced single-port surgeons develop workarounds, including curved and articulating instruments and careful choreography of the operating team, but the technique remains inherently less ergonomic than multi-port surgery.</p>
<p>What families notice most, though, is what the study found in the single-port group&#8217;s favor: cosmetic satisfaction. Parents and patients rated the appearance of the incisions significantly higher after the single-port operation. Because the entire procedure is funneled through the umbilicus, the resulting scar is essentially invisible once healed, tucked into the natural shadow of the belly button. For children who will carry their surgical history for seven, eight, or nine decades, the psychological and aesthetic value of a scarless abdomen is not trivial, and it has been a major driver of patient demand for single-incision surgery across many specialties, from gallbladder removal to appendectomy.</p>
<p>Perhaps the most scientifically valuable contribution of the study is its formal analysis of the learning curve, performed using a statistical method called cumulative sum, or CUSUM analysis. Rather than simply averaging outcomes, CUSUM analysis tracks the running accumulation of deviations from a baseline, allowing researchers to pinpoint exactly when a surgeon&#8217;s performance stabilizes. The analysis showed that surgical proficiency in the single-port technique stabilized after the eighteenth case, while the conventional four-port approach stabilized after the twentieth case. These numbers give surgical programs an evidence-based benchmark for structuring training and for deciding when a team is ready to offer the single-port option routinely rather than as an experimental exercise.</p>
<p>The learning curve story has a second act. By the time the single-port team reached its thirty-eighth case, the operative time was no longer significantly different from that of the four-port group. In other words, the speed penalty of single-port surgery is not permanent; it is a transitional cost that an experienced team pays for roughly the first three dozen patients. After that threshold, the single-port operation becomes as efficient as the standard one while retaining its cosmetic advantage and its cost profile, since total hospitalization costs were already equivalent between the groups even during the learning phase. This finding reframes the technique not as an inherently slower procedure but as one whose efficiency is recoverable through deliberate, monitored practice.</p>
<p>The authors are careful to frame the limits of their conclusions. The data come from a single hospital with a busy pediatric surgery department, and the analysis is retrospective, meaning patients were assigned to groups according to the surgical approach used rather than by random allocation. The findings, they write, apply primarily to experienced teams transitioning to single-port surgery and should be applied cautiously in less experienced centers. A hospital performing only a handful of choledochal cyst operations per year may take far longer than eighteen cases to reach proficiency, and during that extended learning phase the safety advantages documented in this study might not hold. The researchers also note that the study was approved by the institutional review board of the Affiliated Hospital of Zunyi Medical University and conducted with written informed consent from the legal guardians of all participating children, in accordance with the Declaration of Helsinki.</p>
<p>The broader significance of the work lies in its contribution to a quiet transformation in pediatric surgery. Over the past two decades, the field has pushed steadily toward smaller and fewer incisions, driven by evidence that less surgical trauma means less pain, fewer wound complications, and faster recovery. Single-incision surgery represents the logical endpoint of that trajectory, but its adoption has been slowed by legitimate concerns about operative difficulty and learning-related risk. Studies like this one, which quantify both the safety profile and the precise length of the learning curve, give the field the data it needs to make that transition responsibly rather than by enthusiasm alone. The finding that proficiency arrives faster for the single-port technique than for the conventional approach, at least in a team already fluent in laparoscopic biliary surgery, suggests that the skills transfer more readily than skeptics might expect.</p>
<p>For families facing a choledochal cyst diagnosis, the practical message is one of reassurance and informed choice. Both operations described in the study are safe and effective, and neither carries a cost penalty over the other. The single-port option offers a hidden scar at the price of a longer operation in the hands of a team still building experience, while the four-port option remains a thoroughly validated standard. The study, funded by the Guizhou Provincial Foundation for Population Health and published open access, gives surgeons and parents alike a firmer factual footing for that conversation, and it marks another step toward making scarless pediatric surgery an evidence-based option rather than a surgical curiosity.</p>
<p><strong>Subject of Research:</strong> Comparative outcomes and learning curves of transumbilical single-port versus conventional laparoscopy for congenital choledochal cysts in children</p>
<p><strong>Article Title:</strong> Clinical comparative analysis of transumbilical single-port laparoscopy versus conventional laparoscopy for congenital choledochal cysts</p>
<p><strong>Article References:</strong> Liu, J., Yang, Z., Wang, H., Zheng, Z., Liu, Y., Xia, X., Huang, L., &amp; Jin, Z. (2026). Clinical comparative analysis of transumbilical single-port laparoscopy versus conventional laparoscopy for congenital choledochal cysts. <em>BMC Pediatrics</em>. <a href="https://doi.org/10.1186/s12887-026-07715-4" rel="noopener noreferrer">https://doi.org/10.1186/s12887-026-07715-4</a></p>
<p><strong>Image Credits:</strong> AI Generated</p>
<p><strong>DOI:</strong> <a href="https://doi.org/10.1186/s12887-026-07715-4" rel="noopener noreferrer">10.1186/s12887-026-07715-4</a></p>
<p><strong>Keywords:</strong> single-port laparoscopy, congenital choledochal cyst, pediatric surgery, learning curve, CUSUM analysis, bile duct, minimally invasive surgery, cosmetic outcomes, operative time, surgical training, choledochal cyst excision, BMC Pediatrics</p>
]]></content:encoded>
					
		
		
		<post-id xmlns="com-wordpress:feed-additions:1">228255</post-id>	</item>
	</channel>
</rss>
