Table 2.
LDA topics associated with posts by users who self-declared to have or had cancer (ie, the “has cancer” group) compared with posts by users in the “family or friend” group.
| LDAa topic themes | Highly correlated words in topics | Cohen d |
| Hospital visit | pain, hospital, back, days, blood, started, doctor, home, worse, ER | 0.671 |
| Questions/seeking advice | advice, good, wondering, experience, type, information, questions, survival, early, similar | 0.537 |
| Symptoms, risk, and cure of disease | cells, risk, cure, disease, symptoms, cancers, cervical, pancreatic, body, patients | 0.474 |
| Research/questions around cancer | research, patient, part, study, breast, questions, diagnosis, prostrate, find, survivor | 0.432 |
| Cancer surgery | surgery, colon, removed, tumor, thyroid, remove, lymph, kidney, nodes, stomach | 0.349 |
| Cost/payment for treatment | treatment, insurance, medical, money, health, clinical, working, options, pay, trials | 0.345 |
| Change in diet | eat, weight, food, stomach, throat, diet, healthy, tongue, taste, loss | 0.293 |
| Tests around cancer | scan, biopsy, back, doctor, results, CT, lymph, found, oncologist, tumor | 0.290 |
| Support from people/community | support, people, post, free, share, story, group, love, hope, great | 0.245 |
| Side effects of treatment | chemo, treatment, radiation, side, effects, week, hair, round, pretty, started | 0.214 |
aLDA: latent Dirichlet allocation.