## [1] "Dept_Name" "Dept #" "Total personnel" "Consultants"
## [5] "HDR Trained" "HDR T (%)" "Academic appts." "Ac. App. (%)"
## [9] "Male" "Female" "Research Staff" "HDR students"
## [13] "Publications" "Citations" "h-index" "Int. study"
## [17] "Int. study (%)" "Intl. collab."| Univariate and Multivariable Model: Publications | ||||||||
| Predictor |
Univariate
|
Multivariable
|
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|---|---|---|---|---|---|---|---|---|
| R | R² | Beta (95% CI) | P (UV) | R | R² | Beta (95% CI) | P (MV) | |
| Personnel | 0.336 | 0.113 | 16.17 (-9.81 to 42.16) | 0.203 | NA | NA | ||
| Consultants | 0.227 | 0.052 | 12.88 (-18.80 to 44.56) | 0.398 | NA | NA | ||
| HDR Trained (%) | 0.589 | 0.347 | 8.31 (1.77 to 14.85) | 0.016* | 0.589 | 0.347 | 8.31 (1.77 to 14.85) | 0.016* |
| Academic Appointment (%) | 0.502 | 0.252 | 7.14 (0.09 to 14.19) | 0.048* | NA | NA | ||
| Sex, male (%) | 0.252 | 0.064 | 3.46 (-4.14 to 11.05) | 0.345 | NA | NA | ||
| Research Staff (y/n) | −0.013 | 0.000 | -7.38 (-339.76 to 325.00) | 0.963 | NA | NA | ||
| HDR Students (y/n) | −0.039 | 0.002 | -21.00 (-328.92 to 286.92) | 0.886 | NA | NA | ||
| International Qualification (%) | 0.268 | 0.072 | 4.49 (-4.74 to 13.72) | 0.315 | NA | NA | ||
| International Collaboration (median %) | 0.323 | 0.104 | 8.13 (-5.55 to 21.80) | 0.223 | NA | NA | ||
| P values marked with ‘*’ were included in stepwise regression modelling (P<0.05 defined significance). a Total number of personnel within surgical department b Percent of consultants per department with a higher degree by research (MPhil or PhD) c Percent of consultants per department with Associate Professor or Professor status d Percent of consultants per department who completed any part of their training overseas e Median percent of research publications with international collaborators value, per department |
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| Univariate and Multivariable Model: Citations | ||||||||
| Predictor |
Univariate
|
Multivariable
|
||||||
|---|---|---|---|---|---|---|---|---|
| R | R² | Beta (95% CI) | P (UV) | R | R² | Beta (95% CI) | P (MV) | |
| Personnel | 0.224 | 0.050 | 610.90 (-915.51 to 2137.31) | 0.405 | NA | NA | ||
| Consultants | 0.232 | 0.054 | 746.62 (-1049.31 to 2542.55) | 0.388 | NA | NA | ||
| HDR Trained (%) | 0.417 | 0.174 | 334.58 (-82.86 to 752.01) | 0.108* | NA | NA | ||
| Academic Appointment (%) | 0.229 | 0.053 | 185.04 (-265.35 to 635.42) | 0.393 | NA | NA | ||
| Sex, male (%) | 0.120 | 0.014 | 93.17 (-349.15 to 535.50) | 0.658 | NA | NA | ||
| Research Staff (y/n) | −0.064 | 0.004 | -2098.36 (-20927.29 to 16730.56) | 0.815 | NA | NA | ||
| HDR Students (y/n) | −0.215 | 0.046 | -6554.25 (-23636.43 to 10527.93) | 0.424 | NA | NA | ||
| International Qualification (%) | 0.332 | 0.110 | 315.43 (-197.65 to 828.51) | 0.208 | NA | NA | ||
| International Collaboration (median %) | 0.432 | 0.186 | 617.36 (-122.32 to 1357.05) | 0.095* | NA | NA | ||
| P values marked with ‘*’ were included in stepwise regression modelling (P<0.05 defined significance). a Total number of personnel within surgical department b Percent of consultants per department with a higher degree by research (MPhil or PhD) c Percent of consultants per department with Associate Professor or Professor status d Percent of consultants per department who completed any part of their training overseas e Median percent of research publications with international collaborators value, per department |
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| Univariate and Multivariable Model: h-index | ||||||||
| Predictor |
Univariate
|
Multivariable
|
||||||
|---|---|---|---|---|---|---|---|---|
| R | R² | Beta (95% CI) | P (UV) | R | R² | Beta (95% CI) | P (MV) | |
| Personnel | −0.004 | 0.000 | -0.01 (-1.18 to 1.17) | 0.989 | NA | NA | ||
| Consultants | −0.220 | 0.048 | -0.53 (-1.88 to 0.82) | 0.414 | NA | NA | ||
| HDR Trained (%) | 0.552 | 0.305 | 0.33 (0.04 to 0.62) | 0.027* | 0.701 | 0.491 | 0.29 (0.03 to 0.55) | 0.030* |
| Academic Appointment (%) | 0.387 | 0.150 | 0.23 (-0.09 to 0.55) | 0.138* | NA | NA | ||
| Sex, male (%) | 0.264 | 0.069 | 0.15 (-0.17 to 0.48) | 0.324 | NA | NA | ||
| Research Staff (y/n) | 0.077 | 0.006 | 1.91 (-12.18 to 16.00) | 0.776 | NA | NA | ||
| HDR Students (y/n) | −0.104 | 0.011 | -2.37 (-15.41 to 10.66) | 0.702 | NA | NA | ||
| International Qualification (%) | 0.520 | 0.271 | 0.37 (0.02 to 0.72) | 0.039* | NA | NA | ||
| International Collaboration (median %) | 0.508 | 0.258 | 0.54 (0.02 to 1.07) | 0.044* | 0.701 | 0.491 | 0.47 (0.00 to 0.93) | 0.048* |
| P values marked with ‘*’ were included in stepwise regression modelling (P<0.05 defined significance). a Total number of personnel within surgical department b Percent of consultants per department with a higher degree by research (MPhil or PhD) c Percent of consultants per department with Associate Professor or Professor status d Percent of consultants per department who completed any part of their training overseas e Median percent of research publications with international collaborators value, per department |
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