MétaCan
Menu
Back to cohort
Record W2944490713 · doi:10.2147/jmdh.s201759

<p>Health care professionals dealing with hemophilia: insights from the international qualitative study of the HERO initiative</p>

2019· article· en· W2944490713 on OpenAlex
Silvia Potì, Laura Palareti, F. Cassis, Sonia Brondi

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.

fundA Canadian funder is recorded on the work.
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

VenueJournal of Multidisciplinary Healthcare · 2019
Typearticle
Languageen
FieldMedicine
TopicHemophilia Treatment and Research
Canadian institutionsnot available
FundersNovo NordiskMcMaster University
KeywordsPsychosocialThematic analysisViewpointsQualitative researchMedicineHaemophiliaHealth careMedical educationNursingCoping (psychology)PsychologyClinical psychologyPsychiatry

Abstract

fetched live from OpenAlex

Background: Assessing the viewpoints of health care professionals concerning their work with chronic patients is a relatively new research topic, widely overlooked in the literature. However, understanding their subjective work experience is highly relevant for identifying problems and perceived resources, enhancing health service organisation, improving relationships or communication with patients, and maintaining well-being. Purpose and method: Qualitative data from the “Haemophilia Experience, Results and Opportunities” Initiative – a research program aimed at investigating the psychosocial aspects of hemophilia – were used to evaluate the experiences of 62 professionals from seven countries around the world. Semi-structured interviews were submitted to thematic analysis of elementary contexts with the aid of T-Lab software. Results: Five dominant themes emerged, identifying the main challenges that professionals have to deal with in their everyday work practice: caring for impaired adult patients; handling policies and stakeholders; providing counselling on diagnosis and reproductive choices; considering the role of family dynamics; coping with adolescent patients. Conclusion: The outcomes of the study provide an opportunity to develop the area of the non-technical skills in the core curriculum of those who work with chronic illnesses by focusing on cross-professional competences and by improving a comprehensive care model for hemophilia patients. Keywords: health care professionals, subjective experience, chronic illness, hemophilia, cross-cultural

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.159
Threshold uncertainty score0.512

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.063
GPT teacher head0.418
Teacher spread0.356 · 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