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Record W4236987284 · doi:10.2344/anpr-65-03-21

Dr David Donaldson, BDS, FDSRCS, MDS, FADSA, FAAD, Dental Educator and Sedation Pioneer, Dies at 76

2018· article· en· W4236987284 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

VenueAnesthesia Progress · 2018
Typearticle
Languageen
FieldHealth Professions
TopicDental Education, Practice, Research
Canadian institutionsnot available
Fundersnot available
KeywordsIconCitationDownloadInformation retrievalComputer scienceLibrary scienceWorld Wide Web

Abstract

fetched live from OpenAlex

British Columbia—Dr David Donaldson, an internationally recognized authority on pain and anxiety control in dentistry, died June 16, 2018.Dr Donaldson, 76, completed his dental degree in 1965 at St Andrews University, He went on to receive his fellowship in dental surgery through the Royal College of Surgeons in Edinburgh in 1969, and in 1971 he was granted his master's degree in restorative dentistry by Dundee University. In 1970, he accepted an appointment at the University of British Columbia (UBC) in the new Faculty of Dentistry. David enjoyed and excelled at academia but also worked in private practice, specializing in treating chronic pain and temporomandibular joint pain management. Dentistry was his passion, and he would retire from UBC after 45 years of service as a distinguished professor emeritus, having held appointments as Head of the Departments of Oral Biological and Medical Sciences, and Oral Surgery; and Professor and Head of the Division of Pain and Anxiety Control. He was also the past Chairman of the Canadian Dental Association Council on Education, and past President of the Association of the Canadian Faculties of Dentistry and the International Federation of Dental Education Associations.Dr Donaldson is remembered by his colleagues and friends for his devotion to patient comfort and his teachings that gave countless dentists a sound foundation in pain management as well as oral and inhalational sedation. David was well published in the dental literature, he coauthored several textbooks, and he was a sought-after lecturer both nationally and internationally. He loved his practice on Vancouver Island, specializing in the treatment of chronic head and neck pain, and he continued to provide consultation services to dental boards and colleges and teach continuing education courses for university-based programs long after retirement from UBC.Dr Donaldson is survived by his wife, Kim; 3 children, Mark, Scott, and Shona; and 6 grandchildren. Information on a celebration of David's life can be found at https://www.yatesmemorial.ca/notices/David-Donaldson.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.397
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.003

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 head0.050
GPT teacher head0.455
Teacher spread0.405 · 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