Bibliographic record
Abstract
Social work regulation refers to the laws, rules, and regulations that uphold the profession’s ethical and practice standards and mandate credentialing of social work professionals. Social work regulation specifies the required qualifications for social worker credentialing and the scope of practice and services that can legally be provided. Social work regulation in the United States is relatively new as concerted efforts were initiated in 1969, when the National Association of Social Workers (NASW) passed a resolution to pursue licensing in each state. By 1993, all of the states and the District of Columbia had implemented some form of regulation. Internationally, many European countries, Canada, the United Kingdom, and New Zealand mandate some form of social work regulation, but development is still in process for many countries. Social work regulatory processes are mandated through governmental boards and statutes from the jurisdiction’s legislative body. Another type of social worker credentialing is through voluntary membership in professional associations that establish practice standards and codes of ethics. Protection of the public is the primary focus for both types of credentialing. Governmental regulation protects recipients of social work services through an enforcement process and sanctions for unprofessional behavior with regard to social work values, ethics, and standards of practice. Typical sanctions may include revocation of the regulatory title, additional training and supervision, and treatment for impairments, such as mental illness or substance abuse. Voluntary membership organizations also have consequences for members who violate their standards or policies, usually withdrawal of credentials and dismissal from the organization. There are three types of regulation: licensing, certification, and registration. These titles are used interchangeably by regulatory authorities, and therefore, can be one and the same depending on the jurisdiction. Protection of the title of “social worker” is another purpose of regulation, to ensure that only professionals who satisfy the conditions of social work licensure can, by law or statute, call themselves social workers. These conditions usually require having a social work degree from a higher education accredited social work program and passing a licensing exam at the appropriate level of education and experience. The national licensing exams are administered in the United States and Canada under the authority of the Association of Social Work Boards (ASWB). Social worker regulation also requires continuing education or training to ensure professional competency, but jurisdictions vary greatly on their regulation requirements and titles, which can be confusing to both professionals and consumers.
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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 | 0.022 | 0.061 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.005 | 0.004 |
| Science and technology studies | 0.010 | 0.008 |
| Scholarly communication | 0.012 | 0.005 |
| Open science | 0.004 | 0.012 |
| Research integrity | 0.007 | 0.007 |
| Insufficient payload (model declined to judge) | 0.143 | 0.081 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".