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Record W4414311631 · doi:10.1002/9781394280223.ch10

Regulatory Considerations and Compliance in Telemedicine

2025· other· en· W4414311631 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typeother
Languageen
FieldMedicine
TopicTelemedicine and Telehealth Implementation
Canadian institutionsnot available
Fundersnot available
KeywordsTelemedicineCompliance (psychology)MEDLINEKey (lock)

Abstract

fetched live from OpenAlex

Veterinary telemedicine requires compliance and documentation, including telemedicine SOAP (TSOAP) notes, to ensure continuity of care and adherence to standards. Documenting synchronous and asynchronous consultations emphasizes structured record-keeping, informed consent, and compliance. Legislative frameworks govern telemedicine, highlighting differences in laws. Global policies, including those in the US, Canada, India, Spain, France, and Taiwan, are examined. The evolving virtual veterinary practice focuses on emerging trends and policy shifts. Emergency obligations are crucial ethical considerations for providers. Best practices for triage, referral protocols, and client communication during urgent care are outlined. Providers must recognize telemedicine limitations and refer to in-person facilities for optimal care. Understanding and adhering to legal and ethical requirements helps veterinarians navigate telemedicine while maintaining patient care quality.

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)0.058
metaresearch head score (Gemma)0.123
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.058
Threshold uncertainty score0.308

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0580.123
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.002
Science and technology studies0.0040.008
Scholarly communication0.0090.006
Open science0.0030.005
Research integrity0.0100.007
Insufficient payload (model declined to judge)0.0180.003

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 head0.375
Teacher spread0.325 · 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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
Published2025
Admission routes1
Has abstractyes

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