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A peer-reviewed article of this preprint also exists.
This version is not peer-reviewed
Public Health and Healthcare in the Context of Big Data
Submitted:
18 August 2024
Posted:
19 August 2024
You are already at the latest version
Variables | Category | n | % |
---|---|---|---|
Function in EMS | Medical personnel | 23 | 13.37 |
Leadership positions within a medical institution | 140 | 81.4 | |
Administrative medical personnel | 7 | 4.07 | |
Operational medical personnel | 2 | 1.16 | |
Type of Institution EMS | Public Health Center | 122 | 70.93 |
Hospital | 11 | 6.40 | |
Private Healthcare Facility | 39 | 22.67 | |
Experience in EMS | Less than 5 years | 45 | 26.16 |
5-10 years | 85 | 49.42 | |
More than 10 years | 42 | 24.42 | |
Gender | Male | 95 | 55.23 |
Female | 77 | 44.77 | |
Education Level | High School | 30 | 17.44 |
Bachelor’s Degree | 100 | 58.14 | |
Master’s Degree | 42 | 24.42 | |
Participation in Training | No participation in training | 50 | 29.07 |
Participated in one or more training sessions | 122 | 70.93 | |
Emergency Response Role | First responder | 50 | 29.07 |
Coordinator | 80 | 46.51 | |
Support staff | 42 | 24.42 | |
Mass Casualty Plans/Procedures | Yes, institution has a plan | 110 | 63.95 |
No, institution does not have a plan | 62 | 36.05 | |
Total | 172 | 100 |
Predictor Variable |
Organization of EMS | Number of EMS points performed | Service area coverage | EMS doctors |
Plan/procedures mass casualty | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
B | SE | β | B | SE | β | B | SE | β | B | SE | β | B | SE | β | |
Organization of working hours |
0.03 | 0.01 | 0.035* | −0.032 | 0.011 | −0.037* | 0.029 | 0.012 | 0.032 | 0.038 | 0.012 | 0.042 | 0.041 | 0.013 | 0.045 |
Organization of shift work |
0.04 | 0.012 | 0.042* | −0.041 | 0.013 | −0.045* | 0.039 | 0.014 | 0.043* | 0.047 | 0.015 | 0.048 | 0.049 | 0.016 | 0.051 |
Organization of work in shifts |
0.027 | 0.009 | 0.029 | −0.028 | 0.01 | −0.031* | 0.026 | 0.011 | 0.028 | 0.034 | 0.011 | 0.035 | 0.036 | 0.012 | 0.037 |
EMS team working only in the clinic |
0.065 | 0.015 | 0.062 | −0.065 | 0.016 | −0.063 | 0.067 | 0.017 | 0.064 | 0.072 | 0.018 | 0.07* | 0.075 | 0.019 | 0.073 |
Teams per day shift for amb. tran. |
0.058 | 0.014 | 0.058 | −0.062 | 0.015 | 0.059 | 0.061 | 0.016 | 0.06 | 0.066 | 0.017 | 0.065* | 0.07 | 0.018 | 0.069 |
Teams per night shift for amb. tran. |
0.049 | 0.013 | 0.053 | −0.051 | 0.014 | −0.055 | 0.05 | 0.015 | 0.054 | 0.055 | 0.016 | 0.057 | 0.059 | 0.017 | 0.061 |
Teams per shift during weekends |
0.034 | 0.01 | 0.038 | −0.036 | 0.011 | −0.039 | 0.035 | 0.012 | 0.037 | 0.041 | 0.012 | 0.043 | 0.044 | 0.013 | 0.046 |
Financial resources for the healthcare |
0.023 | 0.009 | 0.029 | −0.026 | 0.01 | −0.028 | 0.025 | 0.011 | 0.027 | 0.031 | 0.012 | 0.031 | 0.033 | 0.013 | 0.033 |
Ambulance vehicles | 0.06 | 0.012 | 0.06 | −0.065 | 0.013 | −0.065 | 0.067 | 0.014 | 0.067 | 0.072 | 0.015 | 0.072* | 0.075 | 0.016 | 0.075 |
Vehicle for mass casualties (disasters) |
0.044 | 0.011 | 0.041 | −0.048 | 0.012 | −0.046 | 0.047 | 0.013 | 0.045 | 0.052 | 0.014 | 0.05 | 0.055 | 0.015 | 0.053 |
Plan/procedures | 0.071 | 0.016 | 0.073 | −0.071 | 0.017 | -0.074 | 0.073 | 0.018 | 0.075 | 0.078 | 0.019 | 0.078 | 0.08 | 0.02 | 0.08 |
0.019 (0.006) | 0.020 (0.008) | 0.027 (0.015) | 0.035 (0.022) | 0.041 (0.030) |
Variables | Organization of EMS | Number of EMS points performed |
Service area coverage |
|||
---|---|---|---|---|---|---|
Sig. | r | Sig. | r | Sig. | r | |
Average time spent by medical teams (minutes) | 0.817 | −0.020 | −0.057 | 0.597 | 0.232 | 0.654 |
Average time spent by transport teams (minutes) | 0.732 | −0.030 | −0.060 | 0.582 | 0.338 | −0.549 |
Total number of EMS doctors | 0.000** | −0.340 | 0.139 | 0.199 | 0.190 | −0.698 |
EMS doctors specialized in emergency medicine | 0.000** | −0.424 | 0.135 | 0.213 | 0.909 | 0.072 |
EMS doctors in emergency medicine training | 0.000** | −0.430 | 0.139 | 0.203 | 0.857 | 0.112 |
EMS doctors specialized in general medicine | 0.161 | −0.125 | 0.042 | 0.702 | 0.750 | 0.197 |
EMS doctors practicing general medicine | 0.001** | −0.286 | 0.140 | 0.199 | 0.874 | −0.126 |
Permanent EMS ambulance drivers | 0.000** | −0.344 | 0.128 | 0.244 | 0.905 | 0.074 |
Doctors with verified limited working capacity | 0.068 | −0.162 | 0.033* | 0.762 | 0.981 | 0.015 |
Day shift teams on weekdays | 0.000** | −0.326 | 0.115 | 0.297 | 0.942 | 0.046 |
Night shift teams on weekdays | 0.000** | −0.409 | 0.124 | 0.257 | 0.992 | 0.006 |
Standby readiness for doctors | 0.059 | 0.164 | 0.120 | 0.269 | 0.892 | 0.007 |
Standby readiness for nurses-techn | 0.088 | 0.149 | 0.113 | 0.299 | 0.321 | 0.08 |
Maximum diameter of the EMS service area | 0.423 | 0.147 | 0.366 | 0.112 | 0.213 | 0.09 |
Max distance EMC to hospital | 0.002** | 0.275 | 0.132 | 0.228 | 0.163 | 0.837 |
Gender distribution of male doctors | 0.000** | −0.346 | 0.079 | 0.472 | 0.995 | 0.004 |
Gender distribution of female doctors | 0.009** | −0.231 | 0.103 | 0.343 | 0.866 | 0.105 |
Male emergency medicine specialists | 0.000** | −0.473 | 0.072 | 0.505 | 0.919 | 0.063 |
Female emergency medicine specialists | 0.000** | −0.338 | 0.066 | 0.404 | 0.435 | 0.460 |
Variable | Organization of EMS |
Employees (EMS) training |
Plan/procedures mass casualty |
|||
---|---|---|---|---|---|---|
p | X2 | p | X2 | |||
Conducting EMS Activities | 0.001** | 190.38 | 0.001** | 126.64 | 0.001** | 110.05 |
Number of points EMS | 0.005** | 86.99 | 0.107 | 25.68 | 0.526 | 16.56 |
Organization of working hours | 0.000** | 194.06 | 0.002** | 134.01 | 0.000** | 113.90 |
Organization of shift work | 0.001** | 76.13 | 0.001** | 34.58 | 0.055 | 14.49 |
Organization of work in shifts | 0.006** | 85.40 | 0.065 | 23.13 | 0.000** | 42.14 |
EMS team working only in the clinic | 0.004** | 165.43 | 0.005** | 147.07 | 0.060 | 18.23 |
Teams per day shift for amb. transport | 0.001** | 265.23 | 0.001** | 154.02 | 0.000** | 140.43 |
Teams per night shift for amb. transport | 0.000** | 185.06 | 0.003** | 127.23 | 0.000** | 126.24 |
Teams per shift during weekends | 0.000** | 223.92 | 0.001** | 143.07 | 0.000** | 124.43 |
Ambulance transport team | 0.001** | 142.18 | 0.056 | 16.98 | 0.000** | 133.37 |
On-call duty, leave the territory | 0.003** | 154.18 | 0.001** | 142.88 | 0.000** | 123.21 |
Regular shift workload | 0.001** | 140.29 | 0.006** | 153.06 | 0.000** | 131.61 |
Number of doctors in EMC | 0.006** | 236.17 | 0.007** | 160.02 | 0.000** | 138.07 |
Systematic medical examinations | 0.002** | 126.85 | 0.285 | 53.05 | 0.313 | 52.24 |
Verified limited work capacity | 0.005** | 115.26 | 0.320 | 68.18 | 0.000** | 148.73 |
Number of ambulance drivers | 0.000** | 211.04 | 0.160 | 34.30 | 0.909 | 9.128 |
Separate phone number for amb. transport | 0.007** | 129.06 | 0.000** | 179.29 | 0.875 | 35.75 |
Call identification capability | 0.018* | 159.62 | 0.004** | 175.19 | 0.453 | 28.07 |
Protocol/procedure for receiving calls | 0.023* | 116.4 | 0.000** | 176.43 | 0.000** | 154.63 |
Presence of a call recorder | 0.003* | 169.14 | 0.001** | 174.02 | 0.000** | 150.10 |
Recording conversations | 0.001** | 153.06 | 0.065 | 43.65 | 0.232 | 46.01 |
Communication with teams in the field | 0.005** | 151.13 | 0.001** | 179.06 | 0.000** | 152.96 |
Presence of radio stations in ambulances | 0.001** | 124.43 | 0.003** | 172.02 | 0.000** | 148.92 |
Condition of radio repeaters | 0.008** | 134.18 | 0.204 | 34.01 | 0.000** | 18.56 |
Power supply device for the radio system | 0.001** | 123.02 | 0.001** | 183.02 | 0.000** | 145.05 |
Dedicated communication: police | 0.005** | 127.01 | 0.000** | 172.14 | 0.001** | 124.04 |
Monitoring reaction time of interventions | 0.001** | 174.44 | 0.000** | 185.93 | 0.005** | 162.87 |
Dedicated communication firefighers | 0.003** | 119.02 | 0.002** | 172.14 | 0.003** | 148.73 |
Training for emergency medicine doctors | 0.004** | 105.01 | 0.001** | 187.01 | 0.005** | 139.01 |
Training for emergency medicine nurses | 0.003** | 102.07 | 0.002** | 175.01 | 0.001** | 23.08 |
Financial resources for the healthcare | 0.001** | 156.07 | 0.003* | 165.45 | 0.000** | 211.76 |
Ambulance vehicles | 0.765 | 15.06 | 0.001** | 197.32 | 0.005** | 175.20 |
Vehicle for mass casualties (disasters) | 0.005** | 130.52 | 0.001** | 159.67 | 0.000** | 172.45 |
Plan/procedure: mass casualties | 0.001** | 110.30 | 0.005** | 149.32 | 0.000** | 215.65 |
Triage tags | 0.003** | 118.01 | 0.002** | 150.2 | 0.045 | 35.53 |
Exercises for responding to mass casualties | 0.001** | 103.32 | 0.001** | 149.01 | 0.000** | 178.34 |
Joint exercises with other first responders | 0.003** | 109.11 | 0.005** | 139.04 | 0.000** | 160.14 |
Variables | Category | n | % |
---|---|---|---|
Organization of EMS in Facility | No organized emergency medical service | 2 | 1.44 |
Special institution – Institute for Emergency Medical Services | 5 | 3.60 | |
Within a special Emergency Medical Service department of a health center | 64 | 46.04 | |
Within the general medical service (through regular work and duty of doctors and other health workers) | 47 | 33.81 | |
Within the general medical service, as a separate organizational unit for emergency medical services | 21 | 15.11 | |
Conducting EMS Activities | From a single location | 46 | 26.7 |
Within a healthcare facility | 78 | 45.3 | |
From multiple dislocated points | 13 | 7.6 | |
Number of points where EMS activities are conducted | From 0 to 2 points | 80 | 88.89 |
From 3 to 5 points | 4 | 4.44 | |
From 6 to 10 points | 4 | 4.44 | |
From 11 to 50 points | 1 | 1.11 | |
From 51+ points | 1 | 1.11 | |
Organization of working hours | Shift work | 95 | 55.2 |
Rotating shifts | 77 | 44.8 | |
Organization of shift work | In shifts of 12 hours | 138 | 80.2 |
Other | 14 | 8.1 | |
In shifts of 8 hours | 20 | 11.6 | |
Organization of work in shifts | Day shift - 24h off – night shift - 48h off | 33 | 24.44 |
Day shift – 24h off – night shift – 72h off | 70 | 51.85 | |
Day shift – 48h off – night shift - 48h off | 32 | 23.70 | |
Team configurations during daytime shifts on weekdays | 1 team (all variations) | 87 | 50.6 |
2 teams (all variations) | 29 | 16.9 | |
3 or more teams | 6 | 3.5 | |
Special configurations | 48 | 27.9 | |
Team configurations during nighttime shifts on weekdays | 0 teams | 2 | 1.2 |
1 team (all variations) | 83 | 48.3 | |
2 teams (all variations) | 28 | 16.3 | |
3 or more teams | 19 | 11.0 | |
Special configurations | 40 | 23.2 | |
Healthcare Management Plan have a team that only works in the clinic | Yes | 49 | 28.5 |
N/A | 38 | 22.1 | |
No | 85 | 49.4 | |
Teams in the clinic during the daytime on weekdays | 1 team (including various descriptions) | 110 | 64.0 |
2 teams | 14 | 8.1 | |
3 or more teams (special configurations) | 12 | 7.0 | |
Teams in the clinic during the nighttime on weekdays | 0 teams | 26 | 15.1 |
1 team (including various descriptions) | 124 | 72.1 | |
Transport by a team of medical nurse-technician and driver | 33 | 19.2 |
Variables | Category | n | % |
---|---|---|---|
Medical transport teams during daytime shifts on weekdays | No teams reported | 9 | 5.2 |
1 team configurations | 106 | 43.0 | |
2 teams configurations | 39 | 14.0 | |
3 teams configurations | 7 | 4.1 | |
4 teams configurations | 7 | 4.1 | |
5 teams configurations | 2 | 1.2 | |
More than 5 teams configurations | 3 | 1.7 | |
Medical transport teams during nighttime shifts on weekdays | No teams reported | 34 | 19.8 |
1 team (including all 1 team variations) | 126 | 47.7 | |
2 teams (including all 2 teams variations) | 10 | 5.8 | |
Composition of medical transport teams | Nurse-technician and vehicle driver | 67 | 29.7 |
Other | 31 | 13.4 | |
Vehicle driver | 74 | 33.1 | |
Medical transport team configurations | Standard team (doctor, nurse/technician, driver) | 65 | 37.8 |
Driver only or driver with occasional medical staff | 29 | 16.9 | |
Teams formed based on specific needs | 24 | 14.0 | |
No specific team required for transport only | 17 | 9.9 | |
Variable teams depending on patient condition | 36 | 20.9 | |
Other unspecified configurations | 1 | 0.6 | |
Organization of preparedness for medical teams | Yes | 74 | 43.0 |
No | 98 | 57.0 | |
Organization of preparedness for vehicle drivers | Yes | 83 | 48.3 |
No | 89 | 51.7 | |
Average holding time of medical teams (in minutes) | 0 - 10 | 27 | 15.7 |
11 - 30 | 25 | 14.5 | |
31 - 60 | 27 | 15.7 | |
61 - 120 | 31 | 18.0 | |
121 - 240 | 22 | 12.8 | |
241 mins and above | 16 | 9.3 | |
Average Holding Time of Transport Teams (in minutes) | Under 10 | 19 | 11.0 |
10 - 30 | 26 | 15.1 | |
31 - 60 | 32 | 18.6 | |
61 - 120 | 30 | 17.4 | |
121 - 240 | 19 | 11.0 | |
241 mins and above | 6 | 3.5 | |
Area covered by health services (HMP) | Less than 100 km² | 12 | 7.0 |
100 – 200 km² | 18 | 10.5 | |
200 – 300 km² | 18 | 10.5 | |
300 – 400 km² | 35 | 20.3 | |
400 – 500 km² | 18 | 10.5 | |
500 – 600 km² | 14 | 8.1 | |
600 – 700 km² | 14 | 8.1 | |
700 – 800 km² | 13 | 7.6 | |
800 – 900 km² | 10 | 5.8 | |
900 – 1000 km² | 1 | 0.6 | |
1000 – 1100 km² | 9 | 5.2 | |
Other | 8 | 4.7 | |
The largest diameter of territory covered by health services (HMP) | Under 30 km | 32 | 18.6 |
30 - 60 km | 104 | 60.5 | |
Over 60 km | 37 | 21.5 | |
Maximum distance from HMP headquarters to corresponding hospital | 0 - 25 km | 50 | 29 |
25 - 50 km | 53 | 31 | |
50 - 75 km | 28 | 16 | |
Over 75 km | 41 | 24 | |
Maximum distance from HMP headquarters to the corresponding tertiary healthcare center | Under 30 km | 27 | 15.7 |
30 to 60 km | 39 | 22.7 | |
60 to 90 km | 41 | 23.8 | |
Over 90 km | 49 | 28.5 | |
Institution cover part of the highway | Yes | 45 | 26.2 |
N/A | 41 | 23.8 | |
No | 86 | 50.0 | |
Distances that institutions cover part of a highway | Under 25 km | 40 | 23.3 |
25 to 50 km | 35 | 20.3 | |
50 to 75 km | 30 | 17.4 | |
Over 75 km | 22 | 12.8 | |
Seasonal variations in the population numbers within the HMP’s jurisdiction | Yes | 84 | 48.8% |
N/A | 41 | 23.8% | |
No | 47 | 27.3% | |
Specific population increases reported during seasonal variations within the HMP’s jurisdiction | Under 1,000 | 70 | 40.7% |
1,000 to 5,000 | 64 | 37.2% | |
5,001 to 10,000 | 18 | 10.5% | |
10,001 to 30,000 | 33 | 19.2% | |
Over 30,000 | 7 | 4.1% | |
Seasonal population increases reported by institutions | Short-Term (1-3 months) | 92 | 53.5 |
Mid-Term (4-5 months) | 41 | 23.8 | |
Long-Term (6 months) | 39 | 22.7 | |
Reasons for the increase in the population or users of HMP services | Seasonal Tourism and Migration | 65 | 37.8 |
Returnees and Temporary Residents | 34 | 19.8 | |
Local Events and Activities | 25 | 14.5 | |
Migrants | 11 | 6.4 | |
Regional Center | 5 | 2.9 | |
Tourist Center | 32 | 18.6 | |
Regular shift’s workload, beyond the scope of managing urgent care, includes additional activities | Yes | 112 | 65.1 |
N/A | 41 | 23.8 | |
No | 19 | 11.0 | |
Extent of Additional Activities by Staff Type | From On-Call Duty | 43 | 25.0 |
From Regular Staff | 129 | 75.0 | |
Organization of transport teams during the night shift for urgent medical care | Transport by a team of medical nurse-technician and driver | 33 | 19.2 |
Transport by a complete medical team (doctor, nurse-technician, driver) | 127 | 73.8 | |
Transport by a medical vehicle driver only | 12 | 7.0 | |
Transport by a team of medical nurse-technician and driver | 33 | 19.2 |
Variables | Category | n | % |
---|---|---|---|
Doctors in emergency medical services | 0-2 doctors | 20 | 11.63 |
3-5 doctors | 44 | 25.58 | |
6-8 doctors | 31 | 18.02 | |
9-11 doctors | 31 | 18.02 | |
12-15 doctors | 19 | 11.05 | |
More than 15 doctors | 15 | 8.72 | |
Specialists in emergency medical services | 0-2 doctors | 89 | 51.74 |
3-5 doctors | 27 | 15.70 | |
6-8 doctors | 7 | 4.07 | |
9-11 doctors | 3 | 1.74 | |
12-15 doctors | 2 | 1.16 | |
More than 15 doctors | 4 | 2.33 | |
Doctors in emergency medical services (EMS) specialists who are in training for emergency medicine | 0-2 doctors | 116 | 67.44 |
3-5 doctors | 8 | 4.65 | |
6-8 doctors | 2 | 1.16 | |
9-11 doctors | 1 | 0.58 | |
12-15 doctors | 1 | 0.58 | |
More than 15 doctors | 0 | 0.00 | |
Doctors in emergency medical services (EMS) who are specialists in general medicine | 0-2 doctors | 100 | 58.14 |
3-5 doctors | 23 | 13.37 | |
6-10 doctors | 4 | 2.33 | |
More than 10 doctors | 1 | 0.58 | |
General medicine doctors in emergency medical services (EMS) | 0-4 doctors | 74 | 43.02 |
5-9 doctors | 42 | 24.42 | |
10-19 doctors | 11 | 6.40 | |
20 or more doctors | 0 | 0.00 | |
Institutions have other specialties | Yes | 94 | 54.7 |
Not Applicable | 43 | 25.0 | |
No | 35 | 20.3 | |
Medical specialties in institutions | General medicine (general practitioners) | 30 | 17.4 |
Specialized medicine (all specialized fields like gynecology, pediatrics, etc.) | 85 | 49.4 | |
Diagnostics and lab (radiology, biochemistry, etc.) | 40 | 23.3 | |
Surgical specialties (surgery-related fields) | 10 | 5.8 | |
Other specialties (less common specialties) | 7 | 4.1 |
Variables | Category | n | % |
---|---|---|---|
Gender distribution of male doctors | 0-5 doctors | 71 | 41.3 |
6-10 doctors | 27 | 15.7 | |
11-20 doctors | 21 | 12.2 | |
21-30 doctors | 4 | 2.3 | |
More than 30 doctors | 5 | 2.9 | |
Gender distribution of female doctors | 0-5 Doctors | 52 | 30.2 |
6-10 Doctors | 33 | 19.2 | |
11-20 Doctors | 30 | 17.4 | |
21-30 Doctors | 7 | 4.1 | |
More than 30 Doctors | 6 | 3.5 | |
Male specialists in emergency medicine | 0-2 doctors | 107 | 62.2 |
3-5 doctors | 16 | 9.3 | |
6-10 doctors | 5 | 2.9 | |
11-15 doctors | 1 | 0.6 | |
more than 15 doctors | 1 | 0.6 | |
Female specialists in emergency medicine | 0-2 doctors | 113 | 65.7 |
3-5 doctors | 10 | 5.8 | |
6-10 doctors | 2 | 1.2 | |
11-20 doctors | 1 | 0.6 | |
more than 20 doctors | 1 | 0.6 | |
Male doctors in specialization for emergency medicine | 0 doctors | 97 | 56.4 |
1-2 doctors | 24 | 14.0 | |
3-5 doctors | 6 | 3.5 | |
Female doctors in specialization for emergency medicine | 0 doctors | 93 | 54.1 |
1-2 doctors | 28 | 16.3 | |
3 or more doctors | 5 | 2.9 | |
Male general medicine specialists | 0 doctors | 77 | 44.8 |
1-2 doctors | 42 | 24.4 | |
3 or more doctors | 8 | 4.7 | |
Female general medicine specialists | 0 doctors | 61 | 35.5 |
1-2 doctors | 41 | 23.8 | |
3-5 doctors | 17 | 9.9 | |
6 or more doctors | 7 | 4.1 | |
Male general medicine doctors | 0-2 doctors | 84 | 48.8 |
3-5 doctors | 33 | 19.2 | |
6-10 doctors | 9 | 5.2 | |
more than 10 doctors | 1 | 0.6 | |
Female general medicine doctors | 0-2 doctors | 50 | 29.1 |
3-5 doctors | 35 | 20.3 | |
6-10 doctors | 24 | 14.0 | |
11 or more doctors | 17 | 9.9 | |
Male nursing staff with higher education | 0-1 | 104 | 60.5 |
2-4 | 17 | 9.9 | |
5 or more | 5 | 2.9 | |
Female nursing staff with higher education | 0-2 | 95 | 55.2 |
3-5 | 16 | 9.3 | |
6 or more | 16 | 9.3 | |
Male nursing technicians with secondary education | 0-5 | 76 | 44.2 |
6-10 | 22 | 12.8 | |
11-20 | 13 | 7.6 | |
21 or more | 16 | 9.3 | |
0-5 | 76 | 44.2 | |
Female nursing technicians with secondary education | 0-5 | 35 | 20.3 |
6-10 | 41 | 23.8 | |
11-20 | 35 | 20.3 | |
21-30 | 11 | 6.4 | |
31 or more | 5 | 2.9 |
Variables | Category | n | % |
---|---|---|---|
Age structure data for doctors under the age of 30 | 0-1 | 105 | 61.0 |
2-5 | 19 | 11.0 | |
6 or more | 2 | 1.2 | |
Doctors aged 30-55 | 0-5 | 39 | 22.7 |
6-10 | 39 | 22.7 | |
11-20 | 48 | 27.9 | |
21-30 | 14 | 8.1 | |
31 or more | 7 | 4.1 | |
Doctors over the age of 55 | 0-5 | 85 | 49.4 |
6-10 | 19 | 11.0 | |
11 or more | 23 | 13.4 | |
Nursing technicians under the age of 30 with secondary education | 0-1 | 89 | 51.7 |
2-4 | 27 | 15.7 | |
5 or more | 10 | 5.8 | |
Nursing technicians aged 30-55 | 0-5 | 29 | 16.9 |
6-10 | 33 | 19.2 | |
11-15 | 24 | 14.0 | |
16-20 | 11 | 6.4 | |
21 or more | 30 | 17.4 | |
Nursing technicians over the age of 55 | 0-2 | 60 | 34.9 |
3-5 | 37 | 21.5 | |
6-10 | 18 | 10.5 | |
11 or more | 11 | 6.4 | |
Doctors with verified limited work capacity | No limitation | 106 | 61.6 |
Minor limitation | 18 | 10.5 | |
Significant limitation | 3 | 1.7 | |
Doctors comply with the legal requirement to undergo annual systematic medical examinations | Yes | 81 | 47.1 |
No | 46 | 26.7 | |
Medical nurses and technicians comply with the legal requirement for annual systematic examinations | Yes | 78 | 45.3 |
No | 49 | 28.5 | |
Ambulance drivers regarding compliance with the legal requirement for annual systematic examinations | Yes | 111 | 64.5 |
No | 16 | 9.3 | |
Medical nurses and technicians with verified limited work capacity | No Limitation | 92 | 53.5 |
Minor Limitation | 31 | 18.0 | |
Significant Limitation | 4 | 2.3 | |
Ambulance drivers per vehicle in the Emergency Medical Service (HMP) | 0-5 | 77 | 44.77 |
6-15 | 34 | 19.77 | |
16-30 | 10 | 5.81 | |
31-70 | 5 | 2.91 | |
71+ | 1 | 0.58 | |
Ambulance drivers in HMP service (permanent employees) | 0-16 | 115 | 66.9 |
17-33 | 11 | 6.4 | |
34-66 | 1 | 0.6 | |
Ambulance drivers in the Emergency Medical Service by contract type (Fixed-term Employees) | 0–1 | 89 | 51.7 |
2–3 | 26 | 15.1 | |
4–10 | 11 | 6.4 | |
Ambulance drivers on fixed-term contracts with secondary education | 0–1 | 97 | 56.4 |
2–6 | 25 | 14.5 | |
8–20 | 5 | 2.9 | |
Ambulance drivers based on their shifts per month with completed traffic school education | 0 | 115 | 66.9 |
1–3 | 10 | 5.8 | |
10 | 1 | 0.6 | |
Ambulance drivers who have undergone special training under the National Emergency Medicine Education Program in the past two years | 0 | 104 | 60.5 |
1–6 | 16 | 9.3 | |
8–71 | 7 | 4.1 | |
Male ambulance drivers | 0–9 | 98 | 57.0 |
10–29 | 24 | 14.0 | |
30–69 | 5 | 2.9 | |
70 and above | 1 | 0.6 | |
Female ambulance drivers | 0 | 123 | 71.5 |
1–2 | 2 | 1.2 | |
6 | 1 | 0.6 | |
Ambulance drivers under the age of 30 | 0 | 86 | 50.0 |
1–2 | 30 | 17.4 | |
3–6 | 9 | 5.2 | |
20 | 1 | 0.6 | |
Ambulance drivers aged 30 to 55 | 0–5 | 82 | 47.7 |
6–15 | 33 | 19.2 | |
17–33 | 10 | 5.8 | |
50 and above | 3 | 1.7 | |
Ambulance drivers over the age of 55 | 0–3 | 109 | 63.4 |
4–10 | 15 | 8.7 | |
12 and above | 3 | 1.7 | |
Ambulance drivers with verified limited work capability | 0 | 119 | 69.2 |
1–3 | 7 | 4.1 | |
6 | 1 | 0.6 |
Variables | Category | n | % |
---|---|---|---|
Phone number to call (from the territory under your HMP jurisdiction) in case of intervention | 194 | 59 | 34.3% |
Other | 68 | 39.5% | |
The specific phone number for registering for ambulance transport? | Yes | 40 | 23.3% |
N/A | 45 | 26.2% | |
No | 87 | 50.6% | |
Capability to identify incoming calls | Yes | 78 | 45.3% |
N/A | 45 | 26.2% | |
No | 49 | 28.5% | |
Who receives calls | Doctor | 24 | 14.0% |
Nurse/Technician | 24 | 14.0% | |
Nurse/Technician only with doctor consultation | 18 | 10.5% | |
Mixed model (nurse, doctor) | 61 | 35.5% | |
Protocol/procedure for receiving calls | Yes | 93 | 54.1% |
N/A | 45 | 26.2% | |
No | 34 | 19.8% |
Variables | Category | n | % |
---|---|---|---|
Presence and condition of a dictation machine | Yes, functional | 61 | 35.5% |
Yes, non-functional | 16 | 9.3% | |
No | 50 | 29.1% | |
Phone conversations with patients are recorded on a dictation machine | Yes | 71 | 41.3% |
N/A | 45 | 26.2% | |
No | 56 | 32.6% | |
Radio communications recorded on a dictation machine | Yes | 15 | 8.7% |
N/A | 45 | 26.2% | |
No | 112 | 65.1% | |
Special direct telephone line for communication with the police | Yes | 21 | 12.2% |
N/A | 45 | 26.2% | |
No | 106 | 61.6% | |
Direct line for communication with the Alert and Notification Center | Yes | 20 | 11.6% |
N/A | 45 | 26.2% | |
No | 107 | 62.2% | |
Communication conducted with teams in the field | Both methods | 14 | 8.1% |
Via mobile phone | 107 | 62.2% | |
Via radio | 6 | 3.5% | |
Ambulance vehicles have a radio station | Yes | 27 | 15.7% |
N/A | 45 | 26.2% | |
No | 100 | 58.1% | |
Ambulance Vehicles Without a Radio Station | 0-5 | 64 | 37.2% |
6-10 | 11 | 6.4% | |
11-15 | 1 | 0.6% | |
16-20 | 24 | 13.9% | |
Condition of the radio repeaters | Operational | 29 | 16.9% |
Not Operational | 98 | 57.0% | |
Device to power the radio communication system in case of a power outage | Yes | 30 | 17.4% |
N/A | 45 | 26.2% | |
No | 97 | 56.4% | |
Special radio communication channel for direct communication with the police | Yes | 3 | 1.7% |
No | 124 | 72.1% | |
Special radio communication channel for direct communication with firefighters-rescuers | Yes | 3 | 1.7% |
No | 124 | 72.1% | |
Reaction time monitored during first-order emergency interventions | Yes | 68 | 39.5% |
N/A | 45 | 26.2% | |
No | 59 | 34.3% |
Variables | Category | n | % |
---|---|---|---|
Activation times | 0 to 1 hour | 35 | 20.3 |
>1 to 3 hours | 11 | 6.4 | |
>3 to 10 hours | 7 | 4.1 | |
>10 hours | 15 | 8.7 | |
Reaction time | 0 to 1 hour | 15 | 8.7 |
>1 to 10 hours | 40 | 23.3 | |
>10 to 20 hours | 10 | 5.8 | |
>20 hours | 3 | 1.7 | |
Prehospital intervention time results | 0 to 10 hours | 27 | 15.7 |
10 to 30 hours | 28 | 16.3 | |
30 to 60 hours | 9 | 5.2 | |
More than 60 hours | 4 | 2.3 | |
A written plan/procedure known to workers in case of disasters | Yes | 84 | 48.8 |
N/A | 50 | 29.1 | |
No | 38 | 22.1 | |
Vehicle for mass casualty incidents equipped with stretchers and medical supplies? | Yes | 10 | 5.8 |
N/A | 50 | 29.1 | |
No | 112 | 65.1 | |
Availability of triage cards (either in vehicles or bags) | Yes | 16 | 9.3 |
N/A | 50 | 29.1 | |
No | 106 | 61.6 | |
Mass casualty response drills in the last 2 years at your institution | Yes | 24 | 14.0 |
N/A | 50 | 29.1 | |
No | 98 | 57.0 | |
Frequently drills for mass casualty incidents | One time per year or less | 20 | 80.0 |
Twice a year | 4 | 16.0 | |
More than twice a year | 1 | 4.0 | |
Joint drills with other emergency services in the last 2 years? | Yes | 27 | 15.7 |
N/A | 50 | 29.1 | |
No | 95 | 55.2 |
Variables | Category | n | % |
---|---|---|---|
Newly hired employee doctors undergone special training in emergency medicine | Yes | 55 | 32.0 |
No | 72 | 41.9 | |
Newly hired employee nursing technician undergone special training in emergency medicine | Yes | 53 | 30.8 |
No | 74 | 43.0 | |
Employees in EMS service undergone training at any of the existing training centers | Yes | 73 | 42.4 |
N/A | 45 | 26.2 | |
No | 54 | 31.4 | |
Additional training is necessary for all employees in the EMS | Yes | 117 | 68.0 |
N/A | 45 | 26.2 | |
No | 10 | 5.8 | |
Importance of who needs training the most | Doctor | 98 | 57.0 |
Nursing Technician | 9 | 5.2 | |
Ambulance Driver | 9 | 5.2 | |
Categories of training needs | CPR and Trauma Management (Cardiopulmonary resuscitation, trauma management, polytrauma handling) | 45 | 26.2% |
Urgent Medical Conditions (Emergency response, urgent medical and pediatric care) | 35 | 20.3% | |
Emergency Protocols and Equipment (Equipment use, triage, protocols, communication) | 32 | 18.6% | |
Safety and Operational Training (Safety protocols, personal safety, psychological support) | 30 | 17.4% | |
Specialized Medical Training (Obstetrics, toxicology, neurology, cardiology) | 30 | 17.4% | |
Specification of norms for operations (equipment, staff, space, vehicles, education, etc.) as key area for enhancing EMC services | Yes | 98 | 57.0 |
N/A | 45 | 26.2 | |
No | 29 | 16.9 | |
Implementation and adherence to standards and procedures as key area for enhancing emc services | Yes | 81 | 47.1 |
N/A | 45 | 26.2 | |
No | 46 | 26.7 | |
Continuous education as key area for enhancing EMC services | Yes | 97 | 56.4 |
N/A | 45 | 26.2 | |
No | 30 | 17.4 | |
Establishing new training centers as key area for enhancing EMC services | Yes | 59 | 34.3 |
N/A | 45 | 26.2 | |
No | 68 | 39.5 | |
Equipment renewal as key area for enhancing EMC services | Yes | 106 | 61.6 |
N/A | 45 | 26.2 | |
No | 21 | 12.2 | |
Additional Staff as key area for enhancing EMC services | Yes | 102 | 59.3 |
N/A | 45 | 26.2 | |
No | 25 | 14.5 |
Variables | Category | n | % |
---|---|---|---|
National health insurance fund (RFZO) resources: source of funding EMS | Yes | 119 | 69.2 |
N/A | 46 | 26.7 | |
No | 7 | 4.1 | |
Municipal/City Budget Resources: source of funding EMS | Yes | 67 | 39.0 |
N/A | 46 | 26.7 | |
No | 59 | 34.3 | |
Own Revenue: source of funding EMS | Yes | 42 | 24.4 |
N/A | 46 | 26.7 | |
No | 84 | 48.8 | |
Donations: source of funding EMS | Yes | 35 | 20.3 |
N/A | 46 | 26.7 | |
No | 91 | 52.9 | |
Healthcare institution receive additional financial resources from local government to employ additional staff | Yes | 70 | 40.7 |
N/A | 47 | 27.3 | |
No | 55 | 32.0 | |
Doctors in Emergency Medical Services | 0-5 | 86 | 50.0% |
6-10 | 14 | 8.1% | |
11-15 | 8 | 4.7% | |
16-20 | 8 | 4.7% | |
21+ | 9 | 5.2% | |
Medical Nursing Technicians in Emergency Medical Services | 0-5 | 83 | 48.3% |
6-10 | 18 | 10.5% | |
11-15 | 11 | 6.4% | |
16-20 | 8 | 4.7% | |
21+ | 5 | 2.9% | |
Ambulance Drivers in Emergency Medical Services | 0-5 | 84 | 48.8% |
6-10 | 16 | 9.3% | |
11-20 | 15 | 8.7% | |
21-30 | 7 | 4.1% | |
30+ | 3 | 1.7% | |
Doctors in Emergency Medical Services have credited service years | Yes | 56 | 32.6 |
No | 66 | 38.4 | |
Undecided | 3 | 1.7 | |
Doctors in Emergency Medical Services have paid night shifts? | Yes | 120 | 69.8 |
No | 2 | 1.2 | |
Undecided | 3 | 1.7 | |
Doctors in Emergency Medical Services have paid work on Sundays? | Yes | 120 | 69.8 |
No | 5 | 2.9 | |
Medical technicians/nurses in Emergency Medical Services and ambulance transport have credited service years? | Yes | 57 | 33.1 |
No | 66 | 38.4 | |
Undecided | 2 | 1.2 | |
Medical technicians/nurses in Emergency Medical Services and ambulance transport have paid night shifts? | Yes | 120 | 69.8 |
No | 2 | 1.2 | |
Medical technicians/nurses in Emergency Medical Services and ambulance transport have paid work on Sundays | Yes | 120 | 69.8 |
No | 5 | 2.9 |
Variables | Category | n | % |
---|---|---|---|
Ambulance Vehicles by Year of Manufacture | 1989-2000 | 11 | 6.4% |
2001-2005 | 19 | 11.0% | |
2006-2010 | 21 | 12.2% | |
2011-2015 | 32 | 18.6% | |
2016-2018 | 20 | 11.6% | |
Medical Vehicles - number of kilometers traveled | 0 - 57,200 | 21 | 20.2 |
57,200 - 125,354 | 19 | 18.3 | |
125,354 - 285,564 | 20 | 19.2 | |
285,564 - 400,000 | 21 | 20.2 | |
400,000 - 1,000,000 | 23 | 22.1 | |
Presence of radio stations in medical vehicles | Yes | 38 | 22.0 |
No | 70 | 40.7 | |
Functionality of EKG machines for activities within the healthcare service | Does not exist | 2 | 1.2 |
Exists | 122 | 70.9 | |
Biphasic defibrillators with monitors for activities within the healthcare service | Does not exist | 13 | 7.6 |
Exists | 110 | 64.0 | |
Functionality of portable aspirators for activities within the healthcare service | Does not exist | 17 | 9.9 |
Exists | 106 | 61.6 | |
Portable Mechanical Respirator with Oxygen Tank Functionality in HMP Activities | Does not exist | 59 | 34.3 |
Exists | 64 | 37.2 | |
Functionality of portable mechanical respirators with oxygen tanks that have the CPAP mode | Does not exist | 104 | 60.5 |
Exists | 19 | 11.0 | |
Availability of cardiopulmonary resuscitation sets | Does not exist | 17 | 9.9 |
Exists | 106 | 61.6 | |
Availability of 10-liter oxygen bottles for activities within the healthcare service | Does not exist | 5 | 2.9 |
Exists | 118 | 68.6 | |
Vacuum mattresses for activities within the healthcare service | Does not exist | 66 | 38.4 |
Exists | 57 | 33.1 | |
Cervical collars for spinal immobilization | Does not exist | 15 | 8.7 |
Exists | 108 | 62.8 | |
Kramer splints for activities within the healthcare service | Does not exist | 39 | 22.7 |
Exists | 84 | 48.8 | |
Infusion Solution Heater Functionality in HMP Activities | Does not exist | 122 | 70.9 |
Exists | 1 | 0.6 | |
Medications for thrombolytic therapy | Does not exist | 115 | 66.9 |
Exists | 8 | 4.7 | |
Emergency cricothyrotomy kits | Does not exist | 108 | 62.8 |
Exists | 15 | 8.7 | |
Availability of childbirth kits | Does not exist | 38 | 22.1 |
Exists | 85 | 49.4 | |
Protective Helmets with Lamps Availability in HMP Activities | Does not exist | 122 | 70.9 |
Exists | 1 | 0.6 | |
Fixed Radio Station Availability in Ambulance | Does not exist | 80 | 46.5 |
Exists | 43 | 25.0 | |
Handheld Radio Availability | Does not exist | 107 | 62.2 |
Exists | 16 | 9.3 | |
Ultrasound Device Availability | Does not exist | 112 | 65.1 |
Exists | 11 | 6.4 |
Aspect | Recommendations | Term | Feasibility | Cost | Priority |
---|---|---|---|---|---|
Organizational Structure and Risk Management | Standardize risk assessments across all EMS units. | Short | High | Low | High |
Introduce dynamic updating protocols for emergency response strategies. | Short | High | Medium | High | |
Establish a centralized authority for EMS management. | Long | Medium | Medium | High | |
Integrate new technology platforms for real-time risk management. | Long | Low | High | High | |
Develop inter-agency agreements for risk management best practices. | Long | Medium | Medium | Medium | |
Resource Allocation and Efficacy | Conduct targeted resource audits in high-demand locations. | Short | High | Low | High |
Deploy mobile resource units in underserved areas. | Short | Medium | High | High | |
Establish a fund for state-of-the-art EMS equipment. | Long | Medium | High | Medium | |
Develop partnerships with technology providers. | Long | Low | High | Medium | |
Implement a resource sharing protocol among EMS agencies. | Long | High | Low | Low | |
Communication Systems and Efficacy | Upgrade to digital radio systems and secure networks. | Short | High | Medium | High |
Establish regional communication centers. | Short | Medium | High | High | |
Create redundant communication channels. | Long | Medium | High | High | |
Launch training programs for communication technologies. | Long | Medium | Medium | Medium | |
Invest in AI-driven communication tools. | Long | Low | High | Medium | |
Emergency Response Times and Efficacy | Enhance GPS and dispatch technologies. | Short | High | Medium | High |
Develop rapid deployment strategies. | Short | Medium | High | High | |
Invest in infrastructure improvements at EMS stations. | Long | Medium | High | High | |
Expand the network of emergency medical facilities. | Long | Low | High | Medium | |
Implement performance tracking for response times. | Long | High | Medium | Medium | |
Training and Preparedness for Disaster Response | Increase frequency and complexity of disaster response simulations. | Short | High | Medium | High |
Develop specialized units for specific disaster scenarios. | Short | High | Medium | High | |
Collaborate with international disaster response agencies. | Long | Medium | High | Medium | |
Create a digital training hub for disaster response. | Long | Medium | Medium | High | |
Mandate disaster preparedness certifications. | Long | High | Medium | High | |
Financial Resources and Administrative Efficacy | Optimize financial planning for high-priority needs. | Short | High | Low | High |
Streamline administrative processes to reduce overhead. | Short | High | Low | High | |
Develop strategic financial partnerships. | Long | Medium | Low | Medium | |
Use big data analytics for predictive funding needs. | Long | Medium | Medium | Low | |
Lobby for increased governmental and international funding. | Long | Low | Low | High |
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