CJN volume 46 issue 2 Cover and Front matter
Bibliographic record
Abstract
Global private real estate investments are now within your graspIntroducing the MD Platinum™ Global Real Estate Pool, a sophisticated, institutional-grade global private real estate investment opportunity from world-class investment managers that has the potential to diversify your portfolio, mitigate risk and increase your wealth over the long term.Creating value while preserving capital.The MD Platinum Global Real Estate Pool is exclusively available to accredited investors.Only available for a limited time.Talk to your MD Advisor or visit md.ca/mdplatinum to learn more.The first physician-focused investment solution in Canada from The Carlyle Group and Metropolitan Real Estate.The information contained herein provides key information about the respective MD Platinum™ funds and is not intended to be taken by, and should not be taken by, any individual recipient as investment advice, a recommendation to buy, hold or sell any security, or an offer to sell or a solicitation of offers to purchase any security.An offer or solicitation for an investment in any investment fund managed or sponsored by MD Financial Management will occur only through an offering memorandum and related purchase documentation, and subject to the terms and conditions contained in such documents and in such fund's operative agreements.The offering memorandum relating to any fund contains additional information about the investment objective, terms and conditions of such fund, tax information and risk disclosure that should be reviewed prior to making an investment decision regarding a fund.This presentation is qualified in its entirety by such offering memorandum, which should be read completely before making any investment.An investment in a fund would be speculative and would involve significant risks.The information and strategies presented here may not be suitable for U.S. persons (citizens, residents or green card holders) or non-residents of Canada, or for situations involving such individuals.Employees of the MD Group of Companies are not authorized to make any determination of a client's U.S. status or tax filing obligations, whether foreign or domestic.The fund is intended for individuals that are accredited investors.Management fees and expenses associated with investing in MD Platinum private funds may be higher than fees and expenses in public security funds.No guarantee or representation is made that any MD Platinum private investment fund offered will achieve its investment objective.In addition, there are additional risks associated with investing in private investments that are not applicable to typical investments in the public securities markets.These risks include, but are not limited to, the following: private investment funds are speculative and involve a high degree of risk; an investor could lose all or a substantial amount of his or her investment; interests in private equity and private real estate investments are illiquid and there is no secondary market nor is one expected to develop for interests in such investments; there are significant restrictions on transferring private equity and private real estate investments; private equity and private real estate investments experience volatile performance; private equity and private real estate funds are often concentrated and lack diversification and regulatory oversight.Leverage may be employed, which can make investment performance volatile.Real estate investments are sensitive to factors such as changes in real estate values and property taxes, interest rates, cash flow of underlying real estate assets, supply and demand and a manager's skill as well as credit risks and tax and regulatory requirements.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.844 | 0.750 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".