{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000729588,0.0001139374,0.0001290894,0.00009484321,0.001330201,0.0002089567,0.0006167606,0.00007971666,0.0001020687],"category_scores_gemma":[0.0003437778,0.00009570124,0.00003254703,0.0003382724,0.0002029045,0.0007572238,0.0001961971,0.0002570029,0.0001279622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007283115,"about_ca_system_score_gemma":0.0001597907,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01283105,"about_ca_topic_score_gemma":0.02250895,"domain_scores_codex":[0.9981962,0.0002234967,0.0002411552,0.0003848152,0.000554856,0.0003994121],"domain_scores_gemma":[0.9989807,0.0002663893,0.0002643093,0.0002169574,0.00002034446,0.0002512709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000406049,0.0002126346,0.9079417,0.000005217486,0.00002840387,0.000009284388,0.08120601,4.322004e-7,0.0000901712,0.0000507255,0.007193405,0.003221394],"study_design_scores_gemma":[0.001642832,0.0001742201,0.6913999,0.00001677115,0.000004024797,0.000007647098,0.1682176,0.00003620539,0.00001420474,0.0002140829,0.1380847,0.0001878964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669275,0.00002592676,0.000002338293,0.0298834,0.0003911038,0.001102217,0.0005500748,0.000746569,0.0003708466],"genre_scores_gemma":[0.9959372,0.0001326737,0.00001754404,0.001395244,0.0001325921,0.0001057956,0.000180541,0.00001480687,0.002083663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2165419,"threshold_uncertainty_score":0.99997,"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."}}