{"id":"W4307384717","doi":"10.1093/eurpub/ckac129.703","title":"Time at home during the COVID-19 pandemic: a prospective examination of psychosocial health in people with and without type 2 diabetes using digital phenotyping","year":2022,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Loneliness; Psychosocial; Social isolation; Social support; Gerontology; Distress; Medicine; Type 2 diabetes; Psychology; Clinical psychology; Diabetes mellitus; Psychiatry; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0005402662,0.0002094455,0.000258419,0.00111768,0.0006294709,0.0009499631,0.0004066167,0.0003986981,0.001708036],"category_scores_gemma":[0.001867356,0.0002483608,0.0005103467,0.001540503,0.0002745633,0.0008366665,0.001484964,0.0006266214,0.0003076454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004231895,"about_ca_system_score_gemma":0.0003043042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01961286,"about_ca_topic_score_gemma":0.02765412,"domain_scores_codex":[0.9995342,0.000130664,0.00007904959,0.00009767095,0.00006724699,0.00009120863],"domain_scores_gemma":[0.9988024,0.0001060081,0.0006099326,0.00009796332,0.0001537172,0.0002299192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003118245,0.00002326792,0.998223,0.00001726151,0.00002224428,0.00002684155,0.0002792982,0.00001496301,0.00005743145,0.00001006345,0.0001802236,0.001114151],"study_design_scores_gemma":[0.000001824813,0.0000425255,0.9987631,0.00001137895,0.000007139365,0.00004678742,0.0009047253,0.00003180311,0.00001366019,0.000007620811,0.0001664755,0.00000298285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966019,0.0001499543,0.00006772817,0.00008139256,0.000008374027,0.00004570309,0.002333546,0.00000337056,0.0007080768],"genre_scores_gemma":[0.9979771,0.0001321096,0.0001537628,0.00005084811,0.000009947257,0.00008226893,0.001312157,0.000001984038,0.0002797913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01961286,"threshold_uncertainty_score":0.03899735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06322685985365233,"score_gpt":0.3408398202738875,"score_spread":0.2776129604202352,"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."}}