Let me start with the caveat that I am not a lawyer and you should not construe this article as legal advice and you should seek legal counsel on all matters of corporate governance and taxes. In addition the laws may be different from state to state so do your research and consult an appropriately licensed expert.
That all being said, having spent a lot of years in business and having owned and managed several different start-ups and private equity groups, I have a strong opinion on what might be the best legal structure for most individuals wanting to start a health and fitness business. Check with your accountant or attorney on this matter but in most cases the answer to this is going to be to create a Limited Liability Company (LLC) which is essentially recognized as a partnership for tax purposes unless you are the only member (owner) which then the IRS ignores the entity and treats you like a sole proprietorship simplifying your tax return.
The LLC structure gives you the most amount of flexibility on how the entity will be run and governed as well as allowing for virtually any profit or loss distribution sharing arrangement or cash distribution priority irrespective of which partner owns what percentage of the LLC. For purposes of an LLC, the terms partner or shareholder may be used to describe the equity owners but the proper legal term is "Member". An owner of an LLC is a Member of the LLC. A Managing Member is a legal term that gives responsibility to a certain individual to manage the affairs of the company on behalf of all the other members.
So for example, I could give 99% of the equity in the LLC to my children and keep 1% but yet I can create an operating agreement that states I get 100% of the profit distribution and or losses until which time the Managing Member and or the shareholders of the LLC decide to change that language. In addition I can designate myself, the 1% owner as the only Managing Member that gets to make any decision on how the business is run and profits are shared barring any overriding state laws that may take precedent. LLC's are managed by the Members or by a designated Managing Member or Non-Member Manager (Managers may or may not be a member of the LLC) who acts on the behalf of all the members.
There is much more to the legal structure and how is is set up and what you can do but suffice to say you get the personal protection of working within a legal structure (as much as the laws of your state allow), yet the flexibility to run the business virtually any way the Operating Agreement among the partners dictates.