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For all specifications, physicians' intensity was statistically significant and positive; the interpretation of this finding is that as intensity increased, cost efficiency decreased.
The second stage shows that the cost efficiency scores are affected by the operating environment mostly by the physicians' intensity variable that contributes significantly to cost inefficiency.
Because of this relationship among physicians, the governmental regulators, and the hospitals we consider the number of physicians (in full time equivalents FTE'S) per admission as an environmental factor (physicians' intensity).
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There are several theoretical underpinnings why physician intensity may increase cost inefficiency.
This may at least allow us to control for the portion of cost efficiency that relates to higher quality, including not only hospital inputs, but physician intensity as well.
In Horner's framework, patient factors, provider factors and practice-based factors were three essential confounders for clinical work demand, which in turn contributed to physician work intensity and influenced physician health and patient outcomes.
The CKD primary care physicians' exercise intensity was not significantly associated with their age class, their specialty and workplace (Table 3).
Our data could indicate that ICU physicians limit the intensity of life-sustaining treatment if there is no improvement in the condition of the octogenarian patient within the first 2 days after ICU admission.
Little is known about the care intensity physicians perceive and which factors they believe influence care intensity.
Since nurses and physicians have different intensity of contact and corresponding different perspectives, it was surprising that their assessments were highly correlated in three of the five factors.
When assessing a patient, the physician registered the intensity of either agreement (i.e., strongly agree or agree) or disagreement (i.e., strongly disagree or disagree) with the conceptual definition of the attribute.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com