{"id":"W4312261839","doi":"10.2196/42172","title":"Digital Intervention in Loneliness in Older Adults: Qualitative Analysis of User Studies","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council","keywords":"Loneliness; Thematic analysis; Psychology; Psychological intervention; Focus group; Intervention (counseling); Qualitative research; Social support; Applied psychology; Developmental psychology; Social psychology","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":[0.02069803,0.0006061395,0.001027044,0.002891252,0.004795174,0.003112697,0.001265252,0.001461951,0.002226125],"category_scores_gemma":[0.03358632,0.0005994873,0.0007470253,0.003308749,0.004276054,0.00349596,0.005163578,0.001252006,0.0002756329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003838461,"about_ca_system_score_gemma":0.003191193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005044634,"about_ca_topic_score_gemma":0.007237785,"domain_scores_codex":[0.9871272,0.01010162,0.0006645431,0.0005191099,0.0007769466,0.0008106287],"domain_scores_gemma":[0.9574711,0.03556216,0.00203285,0.0008843314,0.003165669,0.0008839031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005917977,0.00005751412,0.004417791,0.0006828005,0.0000112806,0.0004251015,0.9845596,0.00003745822,0.000632739,0.0006151469,0.0003601242,0.008141321],"study_design_scores_gemma":[0.00001076242,0.0001480227,0.005942212,0.0009284809,0.00002151413,0.000329892,0.9823478,0.000157571,0.0006675849,0.0003593948,0.009062809,0.00002394627],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873267,0.002167497,0.004209958,0.0009594965,0.00004800313,0.0009926286,0.0004869417,0.0000252994,0.003783575],"genre_scores_gemma":[0.9906508,0.002080802,0.003183149,0.0006344285,0.00002049936,0.001896218,0.0001830436,0.00003024122,0.001320787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02069803,"threshold_uncertainty_score":0.1094629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08369300397977572,"score_gpt":0.5108272050827973,"score_spread":0.4271342011030216,"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."}}