Data collection methods in SZ-working age
Measurements | Variables |
Standardised questionnaire survey | |
Demographics | National ID, name, date of birth, age, gender, ethnicity, marital status, education level, occupation, income level, type of residence and family structure |
Lifestyle | Eating habits, physical activity level, smoking status, drinking habits, BMI, recreational activities and time spent using electronic devices |
Sleep habits | Sleep duration, bedtime, sleep interruptions, early awakening and daytime fatigue |
Environmental exposure | Air quality, noise exposure, living conditions and exposure to secondhand smoke |
Work patterns | Working hours, intensity, environment, posture, location and career development |
Occupational disease exposure history | Dust, radiation, chemical exposure, physical hazards, toxic substances, biological hazards and repetitive actions leading to musculoskeletal pressure |
Occupational exhaustion | Workload, job autonomy, WLB, occupational exhaustion and job satisfaction |
Health awareness | Frequency of regular health checkups, vaccination status and health knowledge level |
Disease management | Chronic disease management, accessibility of medical services and health insurance |
Systemic disease history | Hypertension, diabetes, coronary heart disease, chronic obstructive pulmonary disease, liver disease, nervous system diseases and autoimmune diseases |
History of eye diseases | Myopia, hyperopia, astigmatism, dry eye, cataract, glaucoma, macular degeneration, retinal detachment, diabetic retinopathy and pathological myopia |
Family history | Hypertension, diabetes, coronary heart disease, cerebrovascular disease, cancer, mental illness, Alzheimer’s disease, Parkinson’s disease and hereditary eye diseases |
Drug allergy history | Allergies to penicillin, sulfa drugs, cephalosporins, aminoglycosides, tetracyclines, anaesthetics, NSAIDs and vaccine components |
Others | Surgical history, trauma history, sedentary behaviour and self-assessed health status |
Standardised scale assessments | |
ADL | Lawton IADL scale |
Cognitive function | MMSE, MoCA |
Depression and anxiety | BDI, GAD-7 |
Quality of life | SF-36 |
Sleep quality | PSQI, ISI |
Work stress | PSS, JCQ |
Occupational burnout | MBI |
Visual function | NEI VFQ, VF questionnaire |
Visual fatigue | CVS-Q |
WLB | WLB scale |
Social support assessment | Duke-UNC FSSQ, MSPSS |
Basic ophthalmic examination | |
Routine examination | Uncorrected visual acuity, corrected visual acuity and intraocular pressure |
Refractive error | Myopic, hyperopic, astigmatism, astigmatic axis and anisometropia |
Optical biometry | Corneal curvature radius (horizontal and vertical), central corneal thickness, anterior chamber depth, lens thickness and axial length |
Tear secretion measurement | Tear secretion volume, tear film breakup time, degree of conjunctival hyperaemia and dry eye score |
Slit-lamp examination | Corneal epithelial integrity, KP, anterior chamber flare and cell count, lens transparency and vitreous opacities |
Eye movement | Eye movements, nystagmus, strabismus angle, binocular fusion ability and diplopia |
Colour vision examination | Type of colour vision deficiency (red–green colour blindness, blue–yellow colour blindness and total colour blindness), colour vision fatigue test and colour vision recovery time |
Others | Night vision, glare sensitivity, stereopsis test and blink response time |
Ophthalmic imaging examination | |
OCT | Macular central foveal thickness, retinal nerve fibre layer thickness, macular retinal thickness, retinal layer structure, optic disc cupping depth and optic disc structure |
OCTA | Retinal blood flow density, macular blood flow density, optic disc blood flow density, non-perfusion area size, microaneurysms, neovascularisation, choroidal blood flow density, vascular complexity index and retinal vascular distribution |
Fundus photography | Optic disc colour and morphology, retinal vascular morphology, macular morphology, cup-to-disc ratio, arteriovenous crossing and macular central foveal reflex |
UWF imaging | Retinal periphery condition, retinal lesion distribution, retinal vascular morphology, retinal pigment changes, peripheral retinal haemorrhages and retinal tears or breaks |
Anterior segment OCT | Corneal epithelial thickness, anterior chamber depth, anterior chamber angle structure, anterior surface curvature of the lens, anterior chamber angle and lens structure |
Corneal topography | Central corneal curvature, corneal thickness map, corneal shape symmetry, corneal surface smoothness and corneal morphology |
Visual field examination | Type of visual field defect, contrast sensitivity, light sensitivity threshold, visual field indices, central visual field clarity and peripheral visual field integrity |
Biomarker testing | |
Metabolic function | Fasting blood glucose, glycated haemoglobin, total cholesterol, low-density lipoprotein cholesterol, high-density lipoprotein cholesterol, triglycerides and insulin |
Liver and kidney function | Alanine aminotransferase, aspartate aminotransferase, alkaline phosphatase, total bilirubin, direct bilirubin, albumin, globulin, albumin–globulin ratio, gamma-glutamyl transferase, lactate dehydrogenase, blood urea nitrogen, creatinine and uric acid |
Vitamins/micronutrients | 25-hydroxyvitamin D, cobalamin and ferritin |
Inflammatory/immune | C reactive protein, high-sensitivity C reactive protein and homocysteine |
Tumour biomarkers | Alpha-fetoprotein, carcinoembryonic antigen and carbohydrate antigen 19–9 |
ADL, activities of daily living; BDI, beck depression inventory; BMI, body mass index; CVS-Q, computer vision syndrome questionnaire; FSSQ, functional social support questionnaire; GAD-7, generalised anxiety disorder; IADL, instrumental activities of daily living; ISI, insomnia severity index; JCQ, job content questionnaire; KP, keratic precipitates; MBI, Maslach burnout inventory; MMSE, mini-mental state examination; MoCA, Montreal cognitive assessment; MSPSS, multidimensional scale of perceived social support; NEI VFQ, National Eye Institute Visual Function Questionnaire; NSAIDs, non-steroidal anti-inflammatory drugs; OCT, optical coherence tomography; OCTA, optical coherence tomography angiography; PSQI, Pittsburgh sleep quality index; PSS, perceived stress scale; SF-36, 36-item short form survey; SZ-working age, Shenzhen-working age; UWF, ultrawidefield; VF, visual function; WLB, work-life balance; WLB, work-life balance.