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. 2026 Jun 16;28:e82081. doi: 10.2196/82081

Table 4.

Factors influencing online health information seeking among individuals with diabetes, organized by the Social Ecological Modela.

Influencing factors Evidence basis Direction Reported references
Individual factors

Sociodemographic




Increasing age QUANTb and QUALc –d [23,40,42,44,59-61,71,75,92,96]


Greater education level QUANT and QUAL +e [23,38,42,44,54,59-61,63,71,75,76,96,97,104,112]


Higher household income QUANT and QUAL + [23,60,61,71,96,100,112]


Female sex QUANT and QUAL + [40,96,104,112]


Racial minorities QUANT – [96]


Employment QUANT + [71,112]

Health status




Shorter duration of diabetes QUANT + [43,60,61]


Poor glycemic control QUANT +/–f [60,61]


Type 1 diabetes (vs type 2 diabetes) QUANT + [60,89]


Obesity QUANT + [96]


Reporting neuropathy QUANT + [61]


Reporting severe hypoglycemia QUANT + [38]


Better self-reported health QUANT – [76]


Receiving lifestyle modification only QUANT + [71]


Having a family history of diabetes QUANT + [71]


Newly diagnosed diabetes QUAL + [53]

Psychological




Perceived insufficient knowledge QUAL + [73,90,91,97,107]


Negative emotions (eg, anxiety, distress, fear) QUANT and QUAL +/– [72,76,80,87,90,98,108]


Desire for greater control QUAL + [53,62,91]


Preference for physical interaction QUAL – [66,91]


Lack of confidence in using digital devices QUAL – [91]


Highly activated patients QUANT + [61]


Higher perceived threat of complications QUANT – [76]


Higher efficacy beliefs in diabetes management QUANT – [76]

Knowledge and skills




Lower health literacy QUANT and QUAL – [48,50,51,73,98]


Lower eHealth literacy QUANT and QUAL – [56,63,72,78,87,91,104]


Inexperience in internet use QUAL – [53]


Limited digital literacy QUANT – [84,100,116]


Limited exposure to diabetes education QUANT – [59]
Interpersonal factors

Social support




Online peer support QUAL + [57,63-65,78,80,82,108]


Family encouragement and assistance QUAL + [51,56,67,80]


Sense of community QUAL + [80,82,111]


Family as an information substitute QUAL – [53,62]

Relationships and interactions with health care professionals




Communication barriers QUAL + [57,66,91,102,107]


Inadequate information provision QUAL + [46,65,66,80,91,97]


Higher trust QUAL – [53,62,65,78,107]


Recommendation and guidance to online sources QUAL + [46,73,91]
Organizational factors

Health care delivery and organizational structure




Disorganized care QUANT + [61]


Information overload QUAL + [102]

Health care access and use




More frequent clinical visits with health care professionals QUANT + [23,43]


Limited health care access QUAL + [53,114]
Environmental factors

Accessibility




Limited access to the internet and technology QUANT and QUAL – [38,56,66,90,91,114,116]


Convenience and ease of access QUAL + [80,87,91]

Source characteristics




Information overload QUANT and QUAL – [48,53,66,67,78,79,84,87]


Conflicting information QUAL – [98,107]


Misinformation QUAL – [63,64,79,82]


Low trust in online sources QUAL – [53,55,57,62,66,91,107,117]


High trust in peer sources QUAL + [63,80]


Perceived usefulness of internet QUANT and QUAL + [46,50,67]


High complexity of information (eg, medical jargon and technical language) QUAL – [48,66,67,74]


Excessive advertising QUAL – [107]


Inappropriate content depth QUAL – [107]


Infrequent updates QUAL – [107]


Language availability of source QUAL + [72,73]


Accessible content presentation and layout QUAL + [55,64,78,111]

aOf the 81 included studies, 54 reported extractable data relevant to this outcome.

bQUANT: quantitative findings.

cQUAL: qualitative findings.

dThe “–” sign indicates a negative effect (indicating a negative association or hindrance of online health information seeking).

eThe “+” sign indicates a positive effect (indicating a positive association or facilitation of online health information seeking).

fThe “+/–” indicates mixed findings (indicating both positive and negative associations, or factors described as both facilitating and hindering online health information seeking across studies).