From: A labor requirements function for sizing the health workforce
Parameter | Variable | General surgery (n = 956) | Internal medicine (n = 1014) | Anatomical pathology (n = 469) | |||
---|---|---|---|---|---|---|---|
Coefficient | Std. Error | Coefficient | Std. Error | Coefficient | Std. Error | ||
∝0 | C | 0.5607* | 0.2475 | 0.1583* | 0.0603 | 1.9218** | 0.7578 |
∝OUT | ln (OUT) | − 0.4272*** | 0.0733 | − 0.9266*** | 0.1203 | – | – |
∝INP | ln (INP) | − 0.1499** | 0.0759 | 0.3064*** | 0.0437 | – | – |
∝SUR | ln (SUR) | 0.0615 | 0.0683 | – | – | – | – |
∝DIA | ln (DIA) | – | – | – | – | − 0.2574*** | 0.1176 |
βROO | ln (ROO) | 0.2804*** | 0.1069 | 0.9156*** | 0.1418 | − 1.2782** | 0.1993 |
γROO,INP | ½ ln (ROO)*ln (INP) | 0.0113** | 0.0043 | 0.0230 | 0.0165 | – | – |
γROO,OUT | ½ ln (ROO)*ln (OUT) | − 0.0094 | 0.0125 | − 0.3937*** | 0.0633 | – | – |
γOUT,INP | ½ ln (OUT)*ln (INP) | 0.0076* | 0.0030 | − 0.1046*** | 0.0168 | – | – |
γROO,SUR | ½ ln (ROO)*ln (SUR) | − 0.0084 | 0.0198 | – | – | – | – |
γSUR,INP | ½ ln (SUR)*ln (INP) | − 0.0190*** | 0.0060 | – | – | – | – |
γSUR,OUT | ½ ln (SUR)*ln (OUT) | 0.0034 | 0.0126 | – | – | – | – |
γROO,DIA | ½ ln (ROO)*ln (DIA) | – | – | – | – | − 0.3709*** | 0.0857 |
βROO,ROO | ½ [ln (ROO)]2 | 0.0240 | 0.0297 | 0.2967*** | 0.0407 | 0.8270*** | 0.0713 |
∝OUT,OUT | ½ [ln (OUT)]2 | 0.0847*** | 0.0083 | 0.2753*** | 0.0279 | – | – |
∝INP,INP | ½ [ln (INP)]2 | 0.0488*** | 0.0110 | 0.0629*** | 0.0062 | – | – |
∝SUR,SUR | ½ [ln (SUR)]2 | 0.0331*** | 0.0117 | – | – | – | – |
∝DIA,DIA | ½ [ln (DIA)]2 | – | – | – | – | 0.1537*** | 0.0175 |
R 2 | 0.8621 | 0.8326 | 0.6100 | ||||
Adjusted R2 | 0.8584 | 0.8293 | 0.6057 | ||||
F-statistic | 232.6221*** | 247.0297*** | 144.7795*** | ||||
Redundant fixed effects test | |||||||
F-statistic | 5.7358*** | 1.8425** | 1.6236* | ||||
Redundant (2nd order) variables test | |||||||
F-statistic | 38.0364*** | 39.9792*** | 44.6099*** |