{"id":"W4323295133","doi":"10.2196/41304","title":"Digital Practices by Citizens During the COVID-19 Pandemic: Findings From an International Multisite Study","year":2023,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Loneliness; Social media; Government (linguistics); Social connectedness; Pandemic; Psychology; Political science; Geography; Coronavirus disease 2019 (COVID-19); Medicine; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001741026,0.0002376033,0.0003704969,0.00132461,0.001469754,0.001913301,0.0004815294,0.0008080543,0.001311848],"category_scores_gemma":[0.004148867,0.0003847583,0.0004525949,0.001562619,0.00100697,0.001941501,0.002924865,0.001126786,0.000331802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006553362,"about_ca_system_score_gemma":0.0006337176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01407266,"about_ca_topic_score_gemma":0.02973501,"domain_scores_codex":[0.9991781,0.0003061896,0.0001066183,0.0001097047,0.0001152047,0.0001842216],"domain_scores_gemma":[0.9963892,0.0007969519,0.001350132,0.0002471263,0.0004640677,0.0007525652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009940765,0.0002647235,0.898734,0.0001234489,0.00004037843,0.0003155934,0.08978549,0.00002599646,0.0003776817,0.0001019612,0.0008326397,0.009298627],"study_design_scores_gemma":[0.000004166625,0.0001626451,0.8493227,0.00009275442,0.00001723504,0.0002207467,0.1487255,0.00006620892,0.0000732701,0.00002611764,0.001271785,0.00001682673],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986596,0.00008450718,0.00005505378,0.0001062708,0.000006936811,0.00004365533,0.0002950451,0.000001648675,0.0007472808],"genre_scores_gemma":[0.9986344,0.0002566585,0.0001413893,0.0001820551,0.00001232089,0.00009876145,0.0003383963,0.000003876148,0.0003322415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01407266,"threshold_uncertainty_score":0.02798146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05620017736220082,"score_gpt":0.4385586931862663,"score_spread":0.3823585158240654,"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."}}