MétaCan
Menu
Back to cohort
Record W4389401413 · doi:10.46292/sci23-2004605s

Poster (Clinical/Best Practice Implementation) ID 2004605

2023· article· en· W4389401413 on OpenAlexaff
James Milligan, Joseph Lee, Allison W. Harrison, Kathleen MacGregor

Bibliographic record

VenueTopics in Spinal Cord Injury Rehabilitation · 2023
Typearticle
Languageen
FieldMedicine
TopicClinical practice guidelines implementation
Canadian institutionsMcMaster UniversityCentre for Family Medicine
Fundersnot available
KeywordsMedicineNursingFamily medicine

Abstract

fetched live from OpenAlex

Background/Objectives The Centre for Family Medicine Mobility Clinic strives to provide high quality primary care to persons living with spinal cord injury or other health conditions that affect mobility. The Mobility Clinic Resource Abilities Council (MC RAC) was established to serve in an advisory capacity, making recommendations on matters that impact the experience of patients with physical disabilities and their support persons at the Mobility Clinic. Objectives MC RAC provides feedback on, and ideas for initiatives and programs that support and enhance the model of person-centred care. It also advances collaborative patient engagement and person-centred care principles and practices within primary care for persons with physical disabilities Methods/Overview Members include individuals with lived experience with physical disability, their support persons, and Mobility Clinic staff. The council was established August 2022 and meets virtually once per month for approximately 90 minutes. Results MC RAC has successfully met nine times and has provided feedback on the following topics: Breast & Cervical Cancer screening Initiative for People with Physical Disabilities, Mobility Clinic website development, building pathways for advocacy with the KW4 OHT, Circulus Network webinar topics, Mobility Clinic organization and clinical flow. Feedback to be implemented into Mobility Clinic activities. Conclusions Patient and support persons involvement in decision-making processes improve care experiences and contribute to better health outcomes for patients. We will continue to work and develop our patient advisory council to better support the Mobility Clinic’s patients and their support persons.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.010
metaresearch head score (Gemma)0.014
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.349
Threshold uncertainty score0.498

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.014
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0040.003
Open science0.0030.004
Research integrity0.0090.004
Insufficient payload (model declined to judge)0.6510.310

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 head0.225
GPT teacher head0.586
Teacher spread0.361 · 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

Classification

machine, unvalidated

Machine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueTopics in Spinal Cord Injury RehabilitationSame topicClinical practice guidelines implementationFrench-language works237,207