Library Trends 21 (2) 1972: Standards for Libraries
Bibliographic record
Abstract
be measured and assessed.They are determined by professional librarians in order to attain and maintain the objectives they have set themselves.Standards may be interpreted variously as the pattern of an ideal, a model procedure, a measure for appraisal, a stimulus for future development and improvement and as an instrument to assist decision and action not only by librarians themselves but by laymen concerned indirectly with the institution, planning, and administration of . . .library services."2It would be difficult to find a more fitting definition.The value of such standards has sometimes been questioned by administrators who hate to be reminded of the obligation to improve libraries under their supervision, and by "sophisticated" members of the library profession.Against these critics the wise words of two outstanding leaders of our profession are cited.The late Joseph L. Wheeler observed: "National standards, set forth to contrast with local performance, and adequately publicized, have doubtless done more-more promptly than any other device-to help good administrators improve conditions in public librarie~."~Robert B. Downs tries to calm the fears of some of his peers who believe minimum standards for university libraries might be regarded by administrators as maximum standards: "The same criticism could be made, of course, of public, college, and other library standards.There can be little doubt, however, that the overall effect of standards has been to upgrade libraries, providing substandard institutions with yardsticks by which to measure their defi-~iencies."~Downs's last sentence sums up, in a way, the observations this writer made during the six years he served as chairman of the ACRL Committee on Standards.Sketched here are a few of the lessons he learned working on the "ALA Standards for College Libraries" (1959) and the "ALA Standards for Junior College Libraries" (1960).He was fortunate in having on his committee several fellow librarians who were intimately familiar with the nationwide situation.They knew the pressing problems of the academic libraries and had the statistical evidence at their fingertips.But, above all, this committee had a vision of what progress could and should be attained in the next decade.This position was fortified by securing advice from many leaders of the library profession, from notable academic administrators and from accrediting agencies.The aim was to establish clearly the role of the librarian as an educator-a highly qualified professional who was entitled to faculty status.Committee formulations never distinguished between libraries in liberal arts colleges, teachers colleges, and institutes L m u m TRENDS [ 1601 College 6.
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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 | 0.010 | 0.019 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.007 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.017 | 0.010 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.010 | 0.008 |
| Insufficient payload (model declined to judge) | 0.064 | 0.083 |
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".