Inpatient Versus Outpatient Management of Low-Risk Pediatric Febrile Neutropenia: Measuring Parents' and Healthcare Professionals' Preferences
Bibliographic record
Abstract
PURPOSE: Our primary objective was to describe and compare parents' and healthcare professionals' strength of preference scores for outpatient oral antibiotic relative to inpatient parenteral antibiotic treatment for low-risk febrile neutropenic children. Our secondary objective was to identify predictors of strength of preference for oral outpatient treatment. METHODS: Respondents were parents of children receiving cancer chemotherapy, and pediatric oncology healthcare professionals. First, the inpatient and outpatient options were described, and the respondent indicated their initially preferred option. The respondent next ranked how important seven factors (including "fear/anxiety" and "comfort") were in making their initial choice. The threshold technique was then used to elicit the respondent's strength of preference score for oral outpatient, relative to parenteral inpatient management. RESULTS: There were 75 parent and 42 healthcare-professional respondents. There was no significant difference (P =.08) in the proportions of parents (40 of 75; 53%) and healthcare professionals (30 of 42; 71%) who initially would choose outpatient management. For parents, stronger preference for oral outpatient therapy was associated with higher anticipated quality of life for the parent and child at home relative to hospital, lower importance rank for "fear/anxiety," and higher importance rank for "comfort." Conversely, for professionals, only lower importance rank for "fear/anxiety" was associated with higher strength of preference scores for outpatient oral antibiotic management. CONCLUSION: Only 53% of parents would choose outpatient oral antibiotic management for low-risk febrile neutropenia. Predictors of strength of preference scores for outpatient oral antibiotic relative to inpatient parenteral antibiotic treatment differed between parent and professional respondents.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".