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Record W7009203804

THE DEVELOPMENT OF A PHARMACY WORKLOAD MEASUREMENT SYSTEM FOR THE CANADIAN FORCES

2023· dissertation· en· W7009203804 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueUniversity Library (University of Saskatchewan) · 2023
Typedissertation
Languageen
FieldDecision Sciences
TopicScheduling and Timetabling Solutions
Canadian institutionsnot available
Fundersnot available
KeywordsWorkloadPharmacyStaffingWork (physics)Stopwatch
DOInot available

Abstract

fetched live from OpenAlex

Time motion and workload measurement studies have been valuable management tools since the early 1900's. They have been successfully applied to many situations and occupations to increase worker productivity and to aid managers in determining staffing levels.\n\nPharmacy staffing levels were historically determined by intuition and various rules of thumb. By the 1960's pharmacy managers recognized the need for a more scientific method of determining proper staffing levels. The advent of clinical pharmacy services made this requirement more critical.\n\nA review of the literature shows that Rothenbuhler and Archambault, Summerfield, Hammel, Levin and Toohey used time motion studies to develop various pharmacy workload measurement systems. However, since these systems were developed in only 1 or 2 hospitals, they were difficult to implement in other pharmacy departments across the country.\n\nIn Canada, Schnell conducted a study entitled, "The Development of a Canadian Hospital Pharmacy Workload Measurement System". Since his study was to provide a data base useful to all Canadian hospitals, Schnell first determined what constituted pharmacy work in Canada and then developed national standards of practice. Stopwatch time studies where then\nconducted in 13 hospitals representing all geographical areas of the country. The results provided the definition of 290 distinct elements of pharmacy work and the average time to complete each element.\n\nThe purpose of this study was to develop a new pharmacy workload measurement system for the Canadian Forces. They presently use a line item issue system. In this study, a total of 18 workload units which describe military pharmacy work were identified. These workload units were then defined using elements which were reported in other studies or determined\nby direct observation of pharmacy work during on site visits to military pharmacies. The average time to complete each element was taken from the studies in which it was reported or determined by stopwatch time study during the on site visits. Adding the element times together gave the average time required to complete a workload unit. \n\nNon-measurable work was identified by having military pharmacy staff self-report daily activities and the time spent on each activity. Any activity which could not be placed under one of the defined workload units\nwas considered non-measureable workload. In this study, non-measurable workload was 50% of measurable workload or 33% of the total departmental workload.\n\nA new workload reporting form was designed to present the new workload units and non-measurable workload. This form allowed for the easy comparison of the time spent on the various activities or category of activities. \n\nThe new workload measurement system using the sum of measurable workload plus the actual non-measurable workload from the self-reporting forms was compared (by paired T -test) against the present line item issue system. The sum of measurable workload plus 50% of measurable workload was also compared to the present system. In both cases the new workload measurement system captured a significantly greater amount of productive time than the present system.\n\nThis study concluded that the new workload measurement system better described the actual work being done in military pharmacy departments. It also was more efficient than the present line item issued system because it captured a greater amount of productive time over the same reporting period.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.730
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.000
Scholarly communication0.0000.000
Open science0.0030.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.081
GPT teacher head0.273
Teacher spread0.192 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it