This section elaborates on the methodology used to identify opioid trading information in the anonymous market and forums. Specifically, we collected approximately 248,359 unique listings and 1,138,961 unique forum traces (ie, threads of posts) from 10 anonymous online marketplaces and 6 forums. We then identified 311 opioid keywords and jargons to recognize 28,106 listings and 13,508 forum traces related to underground opioid trading activities. Finally, we used natural language processing techniques to extract opioid trading information to characterize underground opioid commodities, suppliers, and transactions. We aimed to profile the opioid supply chain in anonymous markets and forums via a large-scale, longitudinal measurement study on anonymous market listings and posts.
Market Analysis of Pancreatic and Bile Duct Cancer Drugs: Trends, Opportunities, and Regional Insights
- The rising adoption of personalized medicine and innovative drug delivery systems further contribute to market expansion.
- Longevity biotech Juvenescence today announced the first close of its Series B-1 financing round, securing $76 million to support the continued development of its AI-driven clinical pipeline focused on age-related diseases.
- Its assets include Cleveland Clinic Abu Dhabi and Moorfields Eye Hospital Abu Dhabi, as well as initiatives like the Emirati Genome Program and Abu Dhabi BioBank.
- In Greece, the souvlatzidiko (souvlaki shop) is far more than a fast food joint; it is a cornerstone of daily social life and a true cultural landmark.
- In this way, we generated a rich underground marketplace opioid vocabulary of 311 opioid keywords with 13 categories.
- The opioid trader will also use an anonymous online forum (eg, The Hub Forum) to post promotional information to attract potential customers (step 3).
- These platforms operate at the intersection of technology, trust, and treachery.
- While this approach can offer certain advantages, such as reducing the need for external storage, it comes at the cost of increased file sizes—a 33% overhead, to be precise.
The papers have been cited within the report and are also being made available here for those who would like further information on the topic. However, the views, interpretations and conclusions set out in this publication are those of the author and are not necessarily those of the EMCDDA, Europol or their partners, any EU Member State or any agency or institution of the European Union. The agency, based in The Hague, built intelligence based on evidence from Germany, which it said seized the marketplace’s “criminal infrastructure” in December 2021.
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To identify forum posts related to opioid commodity promotion and review, our methodology was designed to filter forum posts with opioid keywords and then use a classifier to the posts with the topics of interest. The classifier was built upon transfer learning and a crafted objective function that heavily weighs the penalty of misclassifying a positive instance. HUB Organoids (HUB) is the global leader in the field of adult stem cell-derived organoids.
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- Some of those suppliers’ IDs (ie, A1CRACK and DiazNL) are neither common words nor have special meaning.
- In 2017, he received his Masters of Science in Pharmacy Business Administration degree at the University of Pittsburgh, a 12-month, executive-style graduate education program designed for working professionals striving to be tomorrow’s leaders in the business of medicines.
- This section elaborates on the methodology used to identify opioid trading information in the anonymous market and forums.
- Indonesia’s pancreatic and bile duct cancer drug market is anticipated to expand rapidly, driven by increasing disease awareness and a burgeoning healthcare sector.
- By identifying emerging trends, mapping growth opportunities, and evaluating competitive landscapes, we empower clients to navigate complex market dynamics with confidence.
We are a pan-Canadian collective of harm reductionists, drug policy activists, and people who use(d) drugs. The decision to operate clearnet mirrors alongside Tor-hidden services compounded the problem. While clearnet mirrors can provide redundancy and accessibility, they also expose the platform to the scrutiny of law enforcement agencies. In DrugHub’s case, the risks were amplified by its server’s geographical location and its choice of hosting providers. Advocates have broadly welcomed the HART hub funding announcements but are begging the government to reverse, or at least significantly delay, its decision to close supervised consumption sites to allow an orderly transition and avoid potentially fatal capacity problems. The $378 million should result in 375 “highly supportive” housing units as part of the hub model, a government spokesperson told Global News.
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The in-depth research on specialty drug Hub Services underscores their pivotal role in enhancing medication adherence and patient health outcomes. By navigating financial and logistical barriers, these services ensure patients have easier access to critical, high-cost medications. Evidence shows that patients utilizing Hub Services experience higher adherence levels, fewer hospitalizations, and emergency department visits.
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The life sciences industry continues to pour manufacturing investments into the state. GSK announced plans in September to build an additional new biologics flex factory at Upper Merion focused on medicines for respiratory disease and cancer, with construction planned to start this year. It’s part of a bigger $1.2 billion investment in advanced manufacturing facilities, AI and advanced digital technologies that will also include new capabilities. Everything’s bigger in Texas, the saying goes, and that’s true of Eli Lilly’s plans to build a new $6.5 billion manufacturing facility in Houston, marking one of the state’s biggest life sciences investments. Lilly expects the project will bring 615 high-wage jobs for engineers, scientists, operations personnel and lab technicians, as well as 4,000 additional jobs during construction. The facility is also significant because it will manufacture Lilly’s highly-anticipated oral GLP-1, which is expected to receive approval in March.
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We will never announce emergency procedures through forums, Telegram, or other third-party channels. Primary support is provided through the marketplace ticketing system accessible after login. This ensures secure, encrypted communication with verification of staff identity.
Download Drugs and the darknet
Industry analysts compare market participants and measure performance through in-depth interviews, analyses, and extensive secondary research to identify best practices in the industry. Longevity biotech Juvenescence today announced the first close of its Series B-1 financing round, securing $76 million to support the continued development of its AI-driven clinical pipeline focused on age-related diseases. The round was led by M42, a tech-enabled healthcare company headquartered in Abu Dhabi, with additional participation from existing investors. The full close of the financing round is expected in the third quarter of this year, with the company reportedly aiming to raise more than $150 million in total.
📊 Market Research Intellect: Company Overview
As observed in our data set, the top 3 marketplaces with the most opioid listings are Agora, Evolution, and Apollon. Our research collected product listings and forum posts from 10 anonymous online market places and 6 forums. Our study determined the underground marketplace and forum list based on darknet site search engines and previous research works [20]. More specifically, we used darknet site search engines (such as Recon, Darknet live, Dark Eye, dark.fail, and DNStats [21,22]) to search underground marketplaces and forums and then manually validated their activeness.
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For that reason, Dr Barratt urged darknet drug users to stay diligent and exercise caution—and, wherever possible, to let someone else know what they’re going to be consuming, as well as when and where. To ensure maximum stability and accessibility, each user is issued a private mirror, which is almost unique and can be accessed in the account settings. You’ll be shown a page with your recovery key and unique “Security Phrase” if everything is done successfully. You will receive your recovery key and security phrase after completing the registration process. These background papers were commissioned by the EMCDDA and Europol to provide background information to inform and contribute to the drafting of the main report. The EMCDDA and Europol are very grateful for the valuable contribution of the author.
- Admin key is used for signing official announcements, canary files, and critical security notices.
- International collaborations and investments in healthcare technology are fostering innovation and market development.
- Knowledge of these services helps one better understand the importance of hubs and the important role they play in specialty pharmacy.
- This problem might be addressed by studying the product overlapping patterns over time to merge suppliers, which might reveal more interesting hierarchical clustering patterns.
Note that we determined if 2 listings are identical by matching the same elements (ie, listing’s title and description information and the vendor’s name) in 2 listings. We observed that the marketplaces of Agora and Evolution shared 530 opioid listings from 290 unique supplier IDs. The opioid commodity with most listings across different marketplaces was #4 White Vietnamese Heroin, which can be found in the marketplaces Agora, Evolution, Hydra, and Pandora.
Our opioid jargon identification procedure implemented a modified semantic comparison model [19]. This model employed a neural network–based embedding technique to analyze the semantics of words in different corpora. In particular, in the semantic comparison model, the size of the input layer was doubled while not expanding either the hidden or the output layer. Hence, every word has 2 vectors, each describing the word’s relations with other words in one corpus. In the meantime, these 2 vectors are still comparable because they are used together in the neural network to train a single skip-gram model for predicting the surrounding windows of context words.
DrugHub Market
For a platform operating in a space where privacy is paramount, every detail matters. The metadata revealed not only the tools used but hinted at drug hub the environment in which the logo was crafted. Mac OS, a favorite among creative professionals, appeared to be the operating system of choice.
- “That doesn’t work — I know, I’ve dealt with it within our family, I’ve dealt with it within our community,” Ford said of supervised consumption sites at an unrelated event on Monday.
- We observed that the marketplaces of Agora and Evolution shared 530 opioid listings from 290 unique supplier IDs.
- Specifically, we first conducted a whole-site crawl of anonymous online marketplaces and forums to solicit data.
- No one could have imagined that a popular Greek souvlaki shop in Drapetsona, west of Athens, would make headlines not for its famous appetizers but for trafficking drugs.
- The hub may be there for patient education and support, co-pay assistance, pharmacy triage, or a series of other reasons.
For a complete look as well as insights into the benefits of POC Messaging and Copay Reduction download our comprehensive eBook by clicking the banner below. Jones has repeatedly rejected the suggestion that drug users could die as a result of a shift toward an abstinence-based treatment model. The facilities, which the province is calling HART hubs, are part of the Progressive Conservative government’s marked shift away from harm reduction policies and toward a focus on addictions treatment and recovery. With Philadelphia a long-established pharma hotspot and Pittsburgh an emerging one, Pennsylvania’s life sciences sector employs 100,000 workers across nearly 3,100 companies that have secured more than 10,700 new life sciences patents over the past five years. In early 2025, the company broke ground on a $2 billion manufacturing facility project in Wilson. The drugmaker followed that up with a $2 billion deal in September for manufacturing space at Fujifilm Biotechnologies’ Holly Springs location.
When prescribing a specialty medication that has available hub services, a prescriber can send referrals directly to the hub. As previously alluded, hubs were created in the 1990s mainly to assist with benefit and reimbursement services for patients and providers. Among other services, this offering continues today and is a cornerstone service of many hubs.
The Asia-Pacific region is projected to register the fastest growth, propelled by rapid industrialization, expanding manufacturing capacity, urban development, and increasing uptake of cost-effective technologies across China, India, and Southeast Asian economies. Latin America offers emerging growth potential through infrastructure expansion and rising industrial activity, while the Middle East & Africa benefits from growing investments in energy, construction, and smart infrastructure projects. Collectively, regional diversification, supportive policy frameworks, and expanding end-use applications are generating substantial growth opportunities for the global Pancreatic And Bile Duct Cancer Drug Market. With these complexities, the hub can function as a liaison between the distribution channel partners and the patient. A manufacturer that develops a medication with characteristics such as limited distribution, REMS requirements, or orphan drug patient populations can greatly benefit from the services of a hub.
Minister of Health Sylvia Jones has said the government plans to open 19 of the treatment hubs and 375 highly supportive housing units at a planned cost of $378 million. The hubs will not provide a safe supply of illicit drugs, supervised consumption services or needle exchange programs. Note that we should not overestimate the number of suppliers and buyers given the number of IDs found in this research, but we regarded it as the upper-bounded number of the opioid suppliers and buyers.
As the healthcare system continues to evolve, Sri Lanka is positioning itself as a key player in regional cancer management, with an emphasis on innovative therapies and patient-centric care models. The market for pancreatic and bile duct cancer drugs in Bangladesh is set to expand, driven by increasing disease prevalence and ongoing healthcare reforms. Efforts to improve diagnostic infrastructure and expand access to modern therapeutics are key growth factors. The rising burden of risk factors such as smoking and poor diet contributes to higher cancer incidence rates. International collaborations and investments in healthcare technology are fostering innovation and market development.
The focus remains on enhancing treatment accessibility and integrating advanced therapies, positioning Bangladesh as an emerging market for pancreatic and bile duct cancer management in South Asia. Indonesia’s pancreatic and bile duct cancer drug market is anticipated to expand rapidly, driven by increasing disease awareness and a burgeoning healthcare sector. Government initiatives aimed at improving cancer screening and treatment infrastructure are pivotal. The rising prevalence of risk factors such as smoking and obesity contributes to higher cancer incidence. Market growth is further supported by international collaborations and investments in healthcare technology.
With its business-friendly environment and Texas Medical Center’s biomanufacturing project, TMC BioPort, the state proved an attractive investment location for other companies in 2025, too. Novartis plans to build two new radioligand therapy manufacturing facilities in Florida and Texas, and in October, the U.K.’s AstraZeneca opened an expanded manufacturing facility in Coppell to double the production of its high blood potassium treatment, Lokelma. In our study, we found that 23.78% (9896/41,614) listings and traces were identified with the help of 58 opioid jargons (Table 2). Among them, suboxone and subutex medicines are most frequently mentioned by 2917 times in listings and traces in 10 platforms, followed by roxy series (ie, roxy, roxi, roxies, and roxys) with 2022 times and Lean with 1256 times. Both K9 and M30 were mostly found in Darkbay, within 384 listings in the year 2020, whereas Lean appeared 141 times in Empire listings.
One unsurprising consequence is that it gives consumers unprecedented ease of access to illicit—and oftentimes mysterious—substances. Each year, somewhere around a quarter to a third of GDS respondents say that they’ve consumed a wider range of drugs since using the dark web. The breadth of the darknet’s product offering, combined with the relatively low barrier to entry, creates gateways to novel drug-using behaviours, where people try new substances just because they’ve suddenly been made available to them.
A hub that operates to maintain REMS reporting requirements can provide valuable information for these reevaluations. On the other hand, a hub can act as a data repository for manufacturer reporting to the FDA. The FDA will periodically evaluate the REMS program and determine if modifications need to be made. Furthermore, internal manufacturer hubs are subject to strict firewall parameters in order to completely separate patient information from sales and marketing divisions. The following is a quick overview of our in-depth research report on the benefits of specialty drug Hub Services.
In our study, we only selected marketplaces with more than 30 opioid listings. In this way, we gathered 5 active underground marketplaces with opioid listings. Note that some high-profile underground marketplaces and forums are frequently deactivated or have been shut down by law enforcement authorities [23]. Hence, we also gathered snapshots of 5 underground marketplaces and 6 forums collected by the anonymous marketplace archives programs and previous research projects [20].
Our modification of the semantic comparison model will generate comparable word embeddings for opioid jargon words in legitimate documents (ie, benign corpora embedding) and in underground corpora (ie, underground corpora embedding). Specifically, our modification used a series of opioid keywords collected to generate their benign corpora embeddings and then searched for words whose underground corpora embeddings were close to the opioid keywords’ benign corpora embeddings. We output the top 100 proper nouns in the underground corpora in our implementation, whose embeddings showed the closest cosine distance to the known opioid keywords. Frost & Sullivan Best Practices Awards recognize companies in various regional and global markets for demonstrating outstanding achievement and superior performance in leadership, technological innovation, customer service, and strategic product development.
This can occur when benefits investigation is ongoing or when a servicing pharmacy is no longer in network. The hub will then take over filling the prescription while the benefits are verified and then triage the script to the correct pharmacy. These programs help to establish a patient on therapy, maintain patient engagement with therapy, and, in turn, drive patient compliance to therapy. This is accomplished through various means, such as online web portals, social media integration, telephone outreach, etc.
They supervised more than 1,000 visits, she said, and 116 people received primary care through its wraparound services. That gap also worries advocates who are imploring Premier Ford to change his mind about closing down supervised consumption sites, warning drug problems will become more visible and more fatal — even with new funding — if he does not. However, the pharmacist is concerned the most with one stakeholder in particular—the patient. Through their numerous services, the hub acts to assist the patient in their health care journey. In relation to this idea, manufacturers are using hubs to shorten the supply chain, using logistics organizations to manage inventory and supply to appropriate pharmacies. This management can be in the form of a partner pharmacy that works explicitly with the manufacturer or a network of pharmacies that are contracted to dispense the manufacturer’s medication.
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