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This database offers a wealth of information on physicians geocoded to postcode of main activity.
Table 3 presents information on physicians' perceptions of the decision aid and intentions to use it.
Medical representatives acquire information on physicians who practice in medical institutions from the institutions' websites, and augment this information by direct inquiry and interviews with physicians.
They were greatly concerned that patients could misconstrue, misinterpret, or not have enough medical knowledge to assess published information on physicians' performance.
Although it enabled us to collect useful information on physicians' opinions regarding the much debated concept of CI, in-depth individual interviews might have yielded richer data regarding personal experience of CI.
Detailed information on physicians including age, gender, type of contract with national health insurance (regular fees, additional fees and no contract), working days and average duration of consultation were assessed by the research assistants at the time of inclusion.
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Since only one of the two Medicare outpatient services files (physician/supplier and "outpatient") contains information on physician specialty, the absence of a primary care or specialist visit in the physician/supplier file should not be interpreted as absence of any outpatient health system contact.
Therefore, we designed a survey to elicit information on physician's characteristics, experience in CVC placement, training on ultrasound technique, the use of ultrasound for CVC placement, reasons for nonuse of ultrasound and their opinion on the necessity to continue to teach the landmark technique to residents.
Questions were designed to elicit information on physician characteristics, experience in CVC placement, training in US techniques, the use of US for CVC placement, reasons for nonuse of US, reasons for use of US and their opinion concerning the need to teach the landmark technique to residents.
Our dataset lacks information on physician costs.
*no information on physician's diagnosis in DHS.
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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