{"id":"W4399782015","doi":"10.3390/covid4060053","title":"Mitigating Social Isolation Following the COVID-19 Pandemic: Remedy Messages Shared by Older People","year":2024,"lang":"en","type":"article","venue":"COVID","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Simon Fraser University; University of Alberta","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Isolation (microbiology); Social isolation; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Social distance; Virology; Internet privacy; Medicine; Computer science; Biology; Outbreak; Infectious disease (medical specialty); Psychiatry; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009420889,0.00018451,0.0002084536,0.00007317479,0.0007031009,0.0001264018,0.0002414548,0.0001680395,0.001453296],"category_scores_gemma":[0.0002327907,0.00014869,0.0001809904,0.0003666508,0.00005581012,0.0001454118,0.00007810527,0.000346258,0.0002475924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006795978,"about_ca_system_score_gemma":0.0005530912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001678173,"about_ca_topic_score_gemma":0.0007649619,"domain_scores_codex":[0.9981822,0.0002905889,0.0003294467,0.0004875126,0.0002687647,0.0004414697],"domain_scores_gemma":[0.9984279,0.001021085,0.00007995028,0.0002502529,0.00001591451,0.0002048772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001051874,0.00009403356,0.2399425,0.0007219373,0.0002325297,0.00005898455,0.1238384,0.000007417087,0.005606666,0.00304286,0.6083148,0.01803473],"study_design_scores_gemma":[0.002101891,0.0001317658,0.03648815,0.0001199175,0.0001856824,0.00005794923,0.01168799,0.0009323598,0.0000915565,0.002321399,0.9452958,0.0005855127],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8977678,0.01082631,0.01913175,0.05575363,0.005521305,0.001650328,0.0003236272,0.001318136,0.007707071],"genre_scores_gemma":[0.9800572,0.00003043417,0.0000358455,0.01488116,0.0004638718,0.0001475852,0.0001735524,0.0000413138,0.00416906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3369811,"threshold_uncertainty_score":0.9994595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0987263850127437,"score_gpt":0.4458604991124707,"score_spread":0.3471341140997271,"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."}}