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Active, not recruitingNCT07750782WEATHER-WORKUpdated Aug 7, 2026

Environmental and Geographic Patterns of Occupational Injuries

An observational study in Occupational Accidents and Weather, sponsored by Sergio Gabriel Susmallian. Active, not recruiting at 1 site in Israel. Open to participants aged 18 Years and older. Per ClinicalTrials.gov, last updated 2026-08-07.

Sponsored by Sergio Gabriel Susmallian · Observational

Study type
Observational
Model
Case-crossover
Time perspective
Cross-sectional
Enrollment
350,000
Ages
18 Years and older
Sex
All
01

Study summary

This study will determine whether extreme ambient temperatures increase the incidence and severity of occupational injuries in Israel, and we request Helsinki Committee approval to conduct the analysis using de-identified National Insurance and historical meteorological data, with a waiver of informed consent. The project will link the date, time, and geographic location of recognized occupational accidents with corresponding historical temperature and humidity measurements. The study is retrospective, observational, and involves no direct contact with participants, no intervention, and no alteration of medical care or benefit eligibility.

Read the detailed description

Occupational injuries represent an important source of preventable morbidity, permanent disability, loss of employment, and economic burden. Rising temperatures and increasingly frequent heatwaves may impair concentration, coordination, judgment, reaction time, hydration, and physical endurance, particularly among workers in construction, agriculture, transportation, manufacturing, and other outdoor or physically demanding occupations. However, the national relationship between ambient heat and work-related injury in Israel has not been adequately quantified. Without reliable population-level evidence, employers, occupational-health authorities, and policymakers cannot identify temperature thresholds at which preventive measures should be intensified or determine which workers and industries are at greatest risk.

02

Conditions studied

  • Occupational Accidents
  • Weather
03

In context

Lead sponsor

Sergio Gabriel Susmallian is the lead sponsor of 5 studies on the registry; none are open to participants now.

Counted across the registry records on this site, refreshed daily.

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Who can participate

Ages eligible
18 Years and older
Sexes eligible
All
Accepts healthy volunteers
No
Sampling method
Probability sample

Study population

The study population will include adults aged 18 years or older with occupational injuries recognized by the National Insurance Institute between January 1, 2020, and December 31, 2024. Eligible records will be selected from the national occupational-injury administrative database and assigned to one of seven predefined geographic-climatic regions according to the workplace or accident location. Environmental exposure will be determined by linking each injury date, time, and location to the nearest representative meteorological monitoring station. The study will include workplace, occupational-traffic, and commuting injuries meeting the prespecified eligibility criteria.

Go through the criteria one by one — yes, no or not sure — and take the list to your doctor or the study team. Kept in this browser only.

Inclusion criteria

  • Individuals aged 18 years or older with an occupational injury recognized by the National Insurance Institute.
  • Occupational injury occurring between January 1, 2020, and December 31, 2024.
  • Injury occurring at the workplace, during occupational travel, or while commuting to or from work.
  • Valid injury date and geographic information sufficient to assign the accident to one of the seven predefined geographic-climatic regions and the nearest representative meteorological station.
  • Meteorological measurements available for the injury period and eligible matched control periods.

For time-specific analyses, a valid recorded accident time permitting linkage to the closest preceding three-hour meteorological observation.

Exclusion criteria

Exclusion Criteria:

  • Occupational diseases, repetitive-exposure conditions, or gradual-onset disorders without a clearly defined accident date.
  • Rejected, withdrawn, or unconfirmed occupational-injury claims.
  • Missing or invalid accident date or geographic information preventing linkage with meteorological data.
  • Accidents occurring outside the predefined geographic-climatic regions or beyond the prespecified maximum distance from an eligible meteorological station.
  • Duplicate or administratively repeated records referring to the same occupational-injury event.
  • Injury events for which no eligible matched control periods or corresponding meteorological measurements are available.
  • Individuals younger than 18 years.
05

Study design

Observational model
Case-crossover
Time perspective
Cross-sectional
Enrollment
350,000 participants (actual)
Target follow-up
2 Years
Patient registry
Yes

Groups and cohorts

  • Northern valleys and inland north

    Occupational injuries occurring in the northern valleys and inland northern region will be assigned to this geographic-climatic division according to the location of the workplace or accident. Meteorological exposure will be determined using data from the nearest representative monitoring station, including Dafna, Tavor Kadoorie, or Nazareth. This region is characterized by inland climatic conditions with substantial seasonal variation in temperature and humidity. Accident occurrence and severity will be evaluated in relation to temperature, relative humidity, wind speed, extreme heat, extreme cold, and other predefined environmental indicators.

    Other: Ambient Weather Exposure

  • Northern Mediterranean coast

    Occupational injuries occurring along the northern Mediterranean coastal region will be assigned to this geographic-climatic division according to the location of the workplace or accident. Meteorological exposure will be determined using data from the Haifa Technion monitoring station or the nearest available representative station. This region is characterized by a Mediterranean coastal climate, with relatively high humidity, moderate winter temperatures, warm summers, and frequent sea-breeze effects. Accident occurrence and severity will be evaluated in relation to ambient temperature, relative humidity, wind speed, extreme heat, extreme cold, and other predefined environmental indicators.

    Other: Ambient Weather Exposure

  • Central Mediterranean coast

    Occupational injuries occurring within the central Mediterranean coastal region will be assigned to this geographic-climatic division according to the workplace or accident location. Meteorological exposure will be determined using data from the Tel Aviv Coast monitoring station or the nearest available representative station. This region is characterized by a warm Mediterranean climate, relatively high humidity, mild winters, hot summers, and frequent sea-breeze effects. The occurrence and severity of occupational injuries will be evaluated in relation to ambient temperature, relative humidity, wind speed, extreme heat, extreme cold, and other predefined environmental indicators.

    Other: Ambient Weather Exposure

  • Southern Mediterranean coast

    Occupational injuries occurring within the southern Mediterranean coastal region will be assigned to this geographic-climatic division according to the workplace or accident location. Meteorological exposure will be determined using data from the Ashqelon Port monitoring station or the nearest available representative station. This region is characterized by a warm coastal Mediterranean climate, relatively high humidity, mild winters, hot summers, and frequent sea-breeze effects. The occurrence and severity of occupational injuries will be evaluated in relation to ambient temperature, relative humidity, wind speed, extreme heat, extreme cold, and other predefined environmental indicators.

    Other: Ambient Weather Exposure

  • Central highlands

    Occupational injuries occurring within the central highlands region will be assigned to this geographic-climatic division according to the workplace or accident location. Meteorological exposure will be determined using data from the Jerusalem Centre monitoring station or the nearest available representative station. This region is characterized by higher elevation, lower average humidity than the coastal areas, greater day-night temperature variation, cooler winters, and warm, dry summers. The occurrence and severity of occupational injuries will be evaluated in relation to ambient temperature, relative humidity, wind speed, extreme heat, extreme cold, and other predefined environmental indicators.

    Other: Ambient Weather Exposure

  • Negev desert

    Occupational injuries occurring within the Negev desert region will be assigned to this geographic-climatic division according to the workplace or accident location. Meteorological exposure will be determined using data from the Avdat monitoring station or the nearest available representative station. This region is characterized by an arid desert climate, very low relative humidity, intense solar exposure, high daytime temperatures, substantial day-night temperature variation, and limited rainfall. The occurrence and severity of occupational injuries will be evaluated in relation to ambient temperature, relative humidity, wind speed, extreme heat, extreme cold, and other predefined environmental indicators.

    Other: Ambient Weather Exposure

  • Dead Sea and extreme arid region

    Occupational injuries occurring within the Dead Sea and extreme arid region will be assigned to this geographic-climatic division according to the workplace or accident location. Meteorological exposure will be determined using data from the Massada monitoring station or the nearest available representative station. This region is characterized by very low elevation, an extremely hot and arid climate, low annual rainfall, intense solar radiation, prolonged periods of extreme heat, and substantial seasonal temperature variation. The occurrence and severity of occupational injuries will be evaluated in relation to ambient temperature, relative humidity, extreme heat, extreme cold, and other predefined environmental indicators. Wind speed will be analyzed when reliable measurements are available.

    Other: Ambient Weather Exposure

Interventions

  • OtherAmbient Weather Exposure

    Ambient temperature, relative humidity, and wind speed at the occupational-injury location and time will be retrospectively obtained from the nearest representative meteorological monitoring station. Environmental exposures will be analyzed in relation to occupational-injury occurrence and severity.

06

What researchers measure

Primary outcomes

  1. Occurrence of Recognized Occupational Injury During Case Versus Matched Control Periods

    The number of accepted occupational-injury events occurring during predefined case periods will be evaluated in relation to ambient temperature, relative humidity, and wind speed obtained from the nearest representative meteorological station. Each injury period will be compared with control periods matched by geographic-climatic region, calendar year and month, day of the week, and three-hour time interval. The association between environmental exposure and occupational-injury occurrence will be estimated using time-stratified case-crossover analysis with conditional logistic regression.

    Time frame: At the index injury date and matched control dates, January 1, 2020-December 31, 2024.

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Study locations

1 site
  • Israel National Insurance Institute
    Rishon LeZiyyon, 7526557, Israel
08

References and documents

Publications

  • Calkins MM, Bonauto D, Hajat A, Lieblich M, Seixas N, Sheppard L, Spector JT. A case-crossover study of heat exposure and injury risk among outdoor construction workers in Washington State. Scand J Work Environ Health. 2019 Nov 1;45(6):588-599. doi: 10.5271/sjweh.3814. Epub 2019 Mar 14. PubMed 30869152 ↗
  • Sheng R, Li C, Wang Q, Yang L, Bao J, Wang K, Ma R, Gao C, Lin S, Zhang Y, Bi P, Fu C, Huang C. Does hot weather affect work-related injury? A case-crossover study in Guangzhou, China. Int J Hyg Environ Health. 2018 Apr;221(3):423-428. doi: 10.1016/j.ijheh.2018.01.005. Epub 2018 Jan 11. PubMed 29361390 ↗
  • Marinaccio A, Scortichini M, Gariazzo C, Leva A, Bonafede M, De' Donato FK, Stafoggia M, Viegi G, Michelozzi P; BEEP Collaborative Group. Nationwide epidemiological study for estimating the effect of extreme outdoor temperature on occupational injuries in Italy. Environ Int. 2019 Dec;133(Pt A):105176. doi: 10.1016/j.envint.2019.105176. Epub 2019 Oct 22. PubMed 31654985 ↗

Individual participant data

Plan to share: No — Individual participant data will not be publicly shared because the study uses confidential administrative records owned and controlled by the National Insurance Institute. Access is restricted to authorized researchers within a secure research environment and is governed by institutional confidentiality agreements, data-protection requirements, and applicable privacy legislation. The combination of accident dates, geographic information, occupational characteristics, and disability outcomes may create a residual risk of participant re-identification even after removal of direct identifiers. Only aggregated, disclosure-controlled results approved by the data custodian may be reported or published.

09

Timeline

Tracking since Sep 25, 2026
ElapsedEstimatedEstimated, not yet reached

Ran from Jan 2020 to primary completion in Dec 2024, 59 months.

How these figures are worked out, and which studies are left out of them.

Registered
Aug 2, 2026
First posted
Aug 6, 2026
StartActual
Jan 1, 2020
Primary completionActual
Dec 31, 2024
CompletionEst.
Dec 31, 2026
Last update
Aug 7, 2026
What these dates mean
Start.
When the first participant enrolled; while estimated, when the study expects to open to recruitment.
Primary completion.
When the last participant was examined or treated to collect data for the study's main question, its primary outcome. A study that stopped early gives the date its data collection stopped.
Completion.
When the last participant's last visit took place, for every outcome, secondary ones and side effects included: the end of the study. Often later than primary completion, sometimes the same day.
Actual and Est.
Actual means the registry says the date has happened. Est. (estimated) is a date the sponsor plans or expects. It can still move, and the sponsor is expected to change it to actual once it has passed.
No changes since tracking began. The registry record was last updated on Aug 7, 2026, before this site started recording changes on Sep 25, 2026. Its history is on ClinicalTrials.gov ↗
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Registry details

Key details

Study ID
NCT07750782
Lead sponsor
Sergio Gabriel Susmallian
Responsible party
Sergio Gabriel Susmallian (Medicine doctor, Assuta Medical Center) — Sponsor-investigator
First posted
Aug 6, 2026
Start date
Jan 1, 2020
Primary completion
Dec 31, 2024
Completion
Dec 31, 2026 (estimated)
Last update
Aug 7, 2026

Study contacts

Eytan Ellenberg, M.D.
study director · Israel National Insurance Institute

Oversight

Data monitoring committee
No
FDA-regulated drug
No
FDA-regulated device
No
View the source record on ClinicalTrials.gov ↗

Not currently enrolling

This study is active, not recruiting, as verified in Aug 2026. You cannot join it, but the record below documents what was studied.

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