{"id":"W4402082744","doi":"10.1016/j.heliyon.2024.e36889","title":"Associations among screen time, sleep, mental health and cognitive functioning in school-aged children during the COVID-19 pandemic, November 2020 through to August 2022","year":2024,"lang":"en","type":"article","venue":"Heliyon","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children’s Health Research Institute; Western University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Children's Health Foundation","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Mental health; Cognition; Screen time; Sleep (system call); Psychology; Cognitive skill; 2019-20 coronavirus outbreak; Developmental psychology; Gerontology; Clinical psychology; Psychiatry; Medicine; Outbreak; Virology; Physical activity; Infectious disease (medical specialty); Physical therapy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0006859752,0.0004040583,0.000267377,0.0005380923,0.0005907504,0.0006928256,0.0005401828,0.0004528487,0.001384484],"category_scores_gemma":[0.001543773,0.0003440839,0.0005256242,0.0006437791,0.0002358507,0.0004508579,0.0009614268,0.0009204579,0.0002380979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009505194,"about_ca_system_score_gemma":0.0007627288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09665957,"about_ca_topic_score_gemma":0.166357,"domain_scores_codex":[0.9997391,0.00003635533,0.0000225354,0.00006134604,0.00004523994,0.00009532172],"domain_scores_gemma":[0.9990638,0.00007226423,0.0004451677,0.00004972501,0.0001423421,0.0002266915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003225331,0.00002196263,0.9992769,0.000004827688,0.00001208721,0.00002306491,0.0001058883,0.00001773523,0.000038839,0.00000475505,0.0001340656,0.0003276815],"study_design_scores_gemma":[8.033853e-7,0.00001900469,0.9996741,0.000003880439,0.000002585731,0.00001568944,0.0002051446,0.0000216781,0.000007700377,0.000001524877,0.00004717723,8.320182e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99743,0.0001147258,0.00002212166,0.00006548333,0.000008539247,0.00001131986,0.002091618,0.000003134593,0.0002530082],"genre_scores_gemma":[0.9955337,0.0001482789,0.00008191269,0.00003791694,0.000008516528,0.00004519517,0.003708652,0.000002681823,0.0004331384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09665957,"threshold_uncertainty_score":0.1921939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02045275213375509,"score_gpt":0.3050872692933055,"score_spread":0.2846345171595505,"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."}}