{"id":"W3164915367","doi":"10.2196/25679","title":"A Digital Mobile Community App for Caregivers in Singapore: Predevelopment and Usability Study","year":2021,"lang":"en","type":"article","venue":"JMIR Nursing","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tote board - Singapore","keywords":"Loneliness; Usability; Focus group; Psychology; Family caregivers; The Internet; Internet privacy; Digital health; Life expectancy; mHealth; Social media; Medical education; Health care; Nursing; Medicine; Psychological intervention; World Wide Web; Business; Computer science; Psychiatry; Population","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009001136,0.0007117749,0.0008140202,0.001211471,0.001454005,0.001360898,0.0005720769,0.0006965628,0.001604665],"category_scores_gemma":[0.01257358,0.0004406359,0.0009277194,0.0006107768,0.0005952598,0.001545412,0.00149148,0.0009291521,0.0004169092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00102802,"about_ca_system_score_gemma":0.001753415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00268485,"about_ca_topic_score_gemma":0.008363261,"domain_scores_codex":[0.9977865,0.00095454,0.0003419121,0.0001754031,0.0004407716,0.0003007143],"domain_scores_gemma":[0.9916285,0.003705109,0.0005983639,0.0004624327,0.002637267,0.0009682911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001366959,0.01995914,0.3803387,0.004742133,0.0002598696,0.005416689,0.3570608,0.0004111317,0.009619376,0.0004701159,0.00824814,0.212107],"study_design_scores_gemma":[0.0004978985,0.03210733,0.6025139,0.002050531,0.0004632355,0.003649205,0.3043843,0.003262838,0.008545606,0.000328226,0.04185113,0.0003458291],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99767,0.000137327,0.000252617,0.0001007449,0.00001373711,0.0009181573,0.0001364302,0.00002029332,0.0007507426],"genre_scores_gemma":[0.9896404,0.0007282713,0.004002245,0.00036034,0.00002211796,0.002709501,0.000359438,0.00003115823,0.002146541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009001136,"threshold_uncertainty_score":0.04760313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06375615482652566,"score_gpt":0.4580336590547546,"score_spread":0.3942775042282289,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}