{"id":"W4376279356","doi":"10.1016/j.chb.2023.107813","title":"“Using digital media or sleeping … that is the question”. A meta-analysis on digital media use and unhealthy sleep in adolescence","year":2023,"lang":"en","type":"article","venue":"Computers in Human Behavior","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"H2020 European Research Council; European Commission","keywords":"Dysfunctional family; Social media; Meta-analysis; Media use; Psychology; Sleep (system call); Digital media; Clinical psychology; Medicine; Social psychology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008098978,0.0002531837,0.0006015854,0.0009165107,0.0004995674,0.0007366292,0.0006872463,0.0002069097,0.00002888842],"category_scores_gemma":[0.0004442249,0.000194791,0.0002507578,0.001952691,0.0007411882,0.00091007,0.000286675,0.0004700917,0.00001485568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002766048,"about_ca_system_score_gemma":0.00006215055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009052804,"about_ca_topic_score_gemma":0.002618515,"domain_scores_codex":[0.9975445,0.0002224567,0.0004322588,0.0005327319,0.0006507144,0.0006172829],"domain_scores_gemma":[0.9985054,0.0006514785,0.0001911057,0.0004454378,0.00005107886,0.0001555091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003750475,0.0003347424,0.9599586,0.00001213608,0.0008879127,0.0002872936,0.02208337,0.0001683249,0.00001179936,0.0006595927,0.0003007674,0.01525795],"study_design_scores_gemma":[0.0005637148,0.00005290138,0.991102,0.00009841265,0.003572452,0.000004616893,0.002365472,0.001174697,0.00002533134,0.0005793782,0.00004235206,0.0004186163],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973418,0.00006649199,0.0002586198,0.001188689,0.0003011264,0.0005041179,0.00007913154,0.0002262619,0.00003378854],"genre_scores_gemma":[0.999063,0.00002319812,0.0002730085,0.0004751887,0.00005364069,0.00002113758,0.00002661224,0.00002221392,0.00004200092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03114345,"threshold_uncertainty_score":0.7943345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2116163705445005,"score_gpt":0.4026443436559323,"score_spread":0.1910279731114318,"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."}}