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Diagnosis (Berl) . Author manuscript; available in PMC: 2017 Jul 27. Published in final edited form as: Diagnosis (Berl). 2016 May 31;3(2):49–59. doi: 10.1515/dx-2016-0009 Diagnosis is a team sport – partnering with allied health professionals to reduce diagnostic errors A case study on the role of a vestibular therapi... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.575 | 0.862 | ["philosophy", "management", "career", "education"] | 512 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.680070 | [
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s by David E Newman-Toker * Author information Article notes Copyright and License information * Corresponding author: David E. Newman-Toker, MD, PhD, Associate Professor, Department of Neurology and Otolaryngology, The Johns Hopkins University School of Medicine, CRB-II, Room 2M-03 North 1550 Orleans Street, Baltimore... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.53 | 0.832 | ["education", "philosophy"] | 491 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.680694 | [
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and Hospitals, Raleigh Campus, Raleigh, NC, USA. http://orcid.org/0000-0002-4194-4740 Issue date 2016 Jun. PMC Copyright notice PMCID: PMC5532056 NIHMSID: NIHMS877539 PMID: 28758055 The publisher's version of this article is available at Diagnosis (Berl) Abstract Background Diagnostic errors are the most common, most c... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.645 | 0.836 | ["management"] | 511 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.681040 | [
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ltural barriers may impact the engagement of allied health professionals (AHPs) in the diagnostic process. Methods A qualitative case study of the experience at a single institution around involvement of an AHP in the diagnostic process for acute dizziness and vertigo. We detail five diagnostic error cases in which the... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.421 | 0.856 | ["career", "education"] | 504 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.681377 | [
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tution as relates to AHP engagement in diagnosis. Results Five patients with acute vestibular symptoms were initially misdiagnosed by physicians and then correctly diagnosed based on input from a vestibular physical therapist. These included missed labyrinthine concussion and post-traumatic benign paroxysmal positional... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.465 | 0.816 | [] | 441 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.681497 | [
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called BPPV; and multiple sclerosis called BPPV. As a consequence of surfacing these diagnostic errors, initial resistance to physical therapy input to aid medical diagnosis has gradually declined, creating a more collaborative environment for ‘team diagnosis’ of patients with dizziness and vertigo at the institution. ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.481 | 0.832 | ["management", "economy"] | 482 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.681632 | [
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gnosis as something reserved only for physicians. Drawing attention to the valuable diagnostic contributions of AHPs may help facilitate cultural change. Future studies should seek to measure diagnostic safety culture and then implement proven strategies to breakdown sociocultural barriers that inhibit effective teamwo... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.468 | 0.828 | ["management"] | 512 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.681761 | [
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duction Diagnostic errors are the most common, most costly, and most catastrophic of medical errors [ 1 – 4 ]. A recent national academy of medicine (NAM, formerly Institute of Medicine [IOM]) report on Improving Diagnosis in Healthcare estimated that every American will experience at least one diagnostic error in his/... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.428 | 0.83 | ["philosophy"] | 418 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.681978 | [
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nces such as permanent disability or death [ 5 ]. Building on patient safety principles developed in tackling therapeutic errors, the NAM committee placed strong emphasis on teamwork to improve diagnosis, making their first overall recommendation to “facilitate more effective teamwork in the diagnostic process among he... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.559 | 0.846 | ["management", "career", "communication", "economy", "rhetoric"] | 512 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.682154 | [
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gnosis to include nurses, therapists, and other allied health professionals: “The diagnostic process hinges on successful intra- and interprofessional collaboration among health care professionals, including primary care clinicians, physicians in various specialties, nurses, pharmacists, technologists, therapists, soci... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.549 | 0.82 | ["career", "communication", "management", "economy", "rhetoric"] | 477 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.682300 | [
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d and supported to engage in diagnostic teamwork. The roles of some health care professionals who participate in the diagnostic process have been insufficiently recognized… nurses are often not recognized as collaborators in the diagnostic process, despite their critical roles in ensuring communication, care coordinati... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.468 | 0.842 | ["communication", "management", "career", "economy", "education"] | 512 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.682430 | [
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sis is historically and legally considered a physician’s responsibility. Allied health professionals (AHPs) such as nurses, speech language pathologists, and physical therapists (PTs) are often prohibited from making medical diagnoses as part of the legal definitions of their respective scopes of practice. Although cer... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.491 | 0.838 | ["career", "social_justice", "rhetoric"] | 502 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.682626 | [
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nstraints may limit their role in diagnosis (e.g. only narrowly-defined “nursing diagnoses” or assessment of “minor” medical symptoms). There are reasons to believe, however, that this antiquated view of medical diagnosis needs to change. First, diagnostic reasoning is already a core job responsibility for most AHPs, e... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.444 | 0.826 | ["philosophy", "career"] | 413 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.682696 | [
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such as “triage” or “assessment of functioning”. When a nurse “triages” a patient in the emergency department (ED) or decides whether to call the surgeon to evaluate an ill-appearing post-operative patient, he uses symptoms and signs to determine a patient’s level of illness. When a speech pathologist determines the ph... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.426 | 0.83 | ["philosophy", "decision_making", "crisis", "rhetoric"] | 438 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.682763 | [
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rinciples to determine the nature of dysfunction. When a vestibular PT identifies which semicircular canals require treatment in benign paroxysmal positional vertigo (BPPV), he uses physical diagnosis skills to differentiate one vestibular disorder from another. These are all examples of applied diagnostic reasoning th... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.541 | 0.832 | ["philosophy", "management", "education"] | 455 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.682819 | [
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pend more time with a patient than the physician. They may see patients repeatedly to check on them as inpatients or follow them routinely over time as outpatients. This means that AHPs often have greater exposure to the range of patient symptoms, disease course, and response to therapy, all of which may offer addition... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.406 | 0.862 | ["education"] | 512 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.682874 | [
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for the purposes of diagnosis needlessly reduces the quality of care and may perpetuate misdiagnoses. Finally, as medical knowledge becomes increasingly subspecialized, many AHPs now have considerably more expertise than their physician counterparts within their narrow domains of practice. One such domain is the evalua... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.363 | 0.84 | ["education"] | 477 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.682926 | [
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patients with BPPV and other inner ear disorders. Dizziness and vertigo lead to more than 12 million medical visits each year in the US [ 6 , 7 ]. As dizziness and vertigo are among the most misunderstood and commonly misdiagnosed symptoms in all of medicine [ 8 – 15 ], it is not uncommon for referred patients to have ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.535 | 0.854 | [] | 443 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.682976 | [
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e patient care may lead directly to misdiagnosis. In this article we describe a series of five cases presenting dizziness or vertigo in which initial physician diagnoses were not supported by the results of detailed vestibular examinations performed by a vestibular PT. The input provided by the therapist to the physici... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.447 | 0.832 | ["philosophy"] | 421 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.683053 | [
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equently, changes in the care that was delivered. We discuss the immediate implications of this case series for optimizing diagnosis of patients with dizziness and vertigo, as well as the broader issue of engaging AHPs in diagnosis across a range of conditions. Methods This qualitative case study describes an ongoing i... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.374 | 0.858 | ["education"] | 512 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.683102 | [
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e with several groups of physicians in a single medical center from 2011 to 2016. As part of this institutional case study, we report a retrospective, nonconsecutive case series of patients presenting with acute dizziness or vertigo who were initially misdiagnosed by physicians and later correctly diagnosed after consi... | https://pmc.ncbi.nlm.nih.gov/articles/PMC5532056/ | partnering with allied health professionals to reduce diagnostic errors | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.385 | 0.858 | ["education"] | 512 | Team Health Diagnosing Dysfunction | topic | 2026-04-14T23:38:28.683173 | [
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End of preview. Expand in Data Studio
Team Health Diagnosing Dysfunction — Practical
This corpus was automatically generated by the Deku Corpus Builder for use in RAG-based AI applications.
Dataset Structure
Each record contains:
text: The content textsource_url: Original source URLsource_title: Title of the source documentsource_domain: Domain of the sourcelicense_type: License classification (e.g.public_domain,cc_by,cc_by_sa)attribution_required: Boolean — True for CC BY / CC BY-SA and other attribution-required licensesattribution_text: Formatted Creative Commons attribution string (empty if not required)license_url: URL to the CC license deed (empty if not required)relevance_score: Relevance to the subject (0-1)quality_score: Content quality score (0-1)topics: JSON array of detected topicscharacter_count: Length of the textsubject_name: The subject this content relates tosubject_type: "personality" or "topic"extraction_date: When the content was extractedembedding: Pre-computed 384-dimensional embedding vector
Attribution
0 of 1,162 chunks in this corpus require attribution under their source license.
When building lessons from these chunks, the attribution_text field must be surfaced
in the lesson output per the Legend Leadership Attribution Tracking Spec.
Usage
from datasets import load_dataset
dataset = load_dataset("PhillyMac/Team_Health_Diagnosing_Dysfunction_Practical")
# Access attribution-required chunks
for item in dataset["train"]:
if item["attribution_required"]:
print(item["attribution_text"])
Integration with RAG
This dataset is designed to be integrated with existing embedded corpuses. The embeddings use the sentence-transformers/all-MiniLM-L6-v2 model, compatible with FAISS indexing.
License
Content is sourced from public domain and Creative Commons licensed materials.
See individual license_type fields for per-chunk licensing details.
Generated By
Deku Corpus Builder - An automated corpus building system for AI applications.
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