{"id":"W4367180642","doi":"10.3389/fpubh.2023.1101594","title":"Longitudinal associations between different types of screen use and depression and anxiety symptoms in adolescents","year":2023,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; University of Waterloo; Children's Hospital of Eastern Ontario; University of Ottawa","funders":"Canadian Institutes of Health Research; Health Canada","keywords":"Anxiety; Depression (economics); Longitudinal study; Screen time; Association (psychology); Clinical psychology; Mental health; Psychology; Medicine; Psychiatry; Obesity; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001262766,0.00009709223,0.0003195094,0.0004829906,0.0002106598,0.00006020172,0.0001721902,0.0001953926,0.000001555977],"category_scores_gemma":[0.0008285639,0.00009632077,0.00002036722,0.000746676,0.0002292227,0.0003319187,0.000123468,0.0002569103,8.033853e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003379275,"about_ca_system_score_gemma":0.0001901648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004093016,"about_ca_topic_score_gemma":0.002404969,"domain_scores_codex":[0.9983014,0.0003184781,0.0003051091,0.0002430696,0.0002984016,0.0005334751],"domain_scores_gemma":[0.9994205,0.00004253317,0.0001608645,0.0001309865,0.0000417031,0.0002034599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003684244,0.00005220108,0.9598216,0.0000235805,0.00001042018,6.049635e-7,0.001233029,3.898523e-7,5.92749e-7,0.00008621296,0.001938601,0.0368291],"study_design_scores_gemma":[0.000501395,0.00002174923,0.9976518,0.0001566096,0.0000030592,1.024932e-7,0.0008275249,0.00007209858,0.000002240709,0.0003742016,0.0003139346,0.00007529405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952156,0.0001984746,0.0002487762,0.003613619,0.0002228747,0.0003170058,0.00005169724,0.0000804531,0.00005152068],"genre_scores_gemma":[0.9985763,0.0009801831,0.0002473082,0.00008690296,0.00003361555,0.000004802635,0.00001979216,0.000009083212,0.00004204706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03783021,"threshold_uncertainty_score":0.6187443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04784655759175724,"score_gpt":0.3306256876942842,"score_spread":0.282779130102527,"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."}}