Impact of Caseload on Total Hospital Charges: A Direct Comparison Between Minimally Invasive and Open Radical Prostatectomy—A Population Based Study
Bibliographic record
Abstract
PURPOSE: We tested the relationship between caseload and total hospital charges after stratifying by minimally invasive and open radical prostatectomy. MATERIALS AND METHODS: We evaluated 1,188 vs 3,354 men treated with minimally invasive vs open radical prostatectomy in the Florida Hospital Inpatients data file in 2008. Caseload was defined as the count of procedures performed by each surgeon between the study start on January 1, 2008 and the date of each procedure. Patients were divided into tertiles based on their procedure specific caseload. Univariate and multivariate analysis was done to address the relation between caseload and total hospital charges for the minimally invasive and open procedures. Covariates were patient age, race, comorbidity, and length of stay. RESULTS: Median total hospital charges for minimally invasive and open radical prostatectomy were $33,234 and $33,674, respectively (p=0.03). Median total hospital charges in the low, intermediate and high minimally invasive vs open procedure caseload tertiles were $41,765, $34,799 and $28,780 vs $35,642, $34,726 and $32,726, respectively. On multivariate analysis with the high minimally invasive caseload tertile as the reference category the increments of the probability of charges in excess of the 2008 median of $33,588 were 3.9 and 8.1-fold for the intermediate and low caseload minimally invasive procedures, and 2.5, 3.6 and 2.8-fold for the high, intermediate and low caseload open procedures, respectively (each p<0.001). CONCLUSIONS: Overall median total hospital charges are virtually the same for minimally invasive and open radical prostatectomy. However, total hospital charges for the minimally invasive procedure have a more sensitive caseload effect, as evidenced by the wider distribution of the median of minimally invasive caseload specific total hospital charges vs that of open radical prostatectomy. The high caseload minimally invasive procedure resulted in the lowest total hospital charges relative to all other minimally invasive and open radical prostatectomy categories.
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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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".