{"id":"W4308687182","doi":"10.2196/39185","title":"Lessons Learned From the SoBeezy Program for Older Adults During the COVID-19 Pandemic: Experimentation and Evaluation","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Loneliness; Psychological intervention; Coronavirus disease 2019 (COVID-19); Psychology; Intervention (counseling); Gerontology; Pandemic; Medicine; Medical education; Nursing; Psychiatry","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":[0.0127886,0.001268832,0.001154428,0.0008769095,0.001565988,0.001374479,0.002217887,0.001859819,0.003047054],"category_scores_gemma":[0.01991265,0.0004733832,0.00144678,0.0004578917,0.001284523,0.001258879,0.002721183,0.001658019,0.0003887157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002028098,"about_ca_system_score_gemma":0.004737021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003486288,"about_ca_topic_score_gemma":0.007214069,"domain_scores_codex":[0.9923989,0.00531114,0.0002938732,0.0004077777,0.0005545186,0.001033769],"domain_scores_gemma":[0.992964,0.003921571,0.0003758365,0.0003765406,0.0008644648,0.001497586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01029068,0.2227584,0.02144432,0.008622577,0.000420579,0.00208239,0.05723413,0.004733437,0.004820735,0.001174186,0.007347232,0.6590714],"study_design_scores_gemma":[0.03106566,0.5873359,0.1697394,0.007011375,0.001521197,0.0009216116,0.1073476,0.007653468,0.01508391,0.003120974,0.06864114,0.0005578537],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795203,0.0004709435,0.002140254,0.0009689046,0.0001428207,0.0132808,0.0003509657,0.0001357915,0.002989229],"genre_scores_gemma":[0.9371036,0.00193867,0.02613221,0.001020727,0.0002389112,0.03036311,0.0006465375,0.00005535315,0.002500891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0127886,"threshold_uncertainty_score":0.06763333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2283523023679807,"score_gpt":0.5340321007888418,"score_spread":0.3056797984208611,"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."}}