{"id":"W4391742224","doi":"10.47611/jsrhs.v12i3.4957","title":"A Review of the Effects of Social Media on Sleep in High-School-Aged Students","year":2023,"lang":"en","type":"review","venue":"Journal of Student Research","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Conestoga College","funders":"","keywords":"Psychology; Social media; Sleep (system call); Developmental psychology; Medicine; Computer science; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01750083,0.0002805065,0.002543042,0.001183354,0.0003157218,0.00005803171,0.005179748,0.0005061174,0.00006305578],"category_scores_gemma":[0.01626893,0.0001757462,0.0008751783,0.003166381,0.0008012101,0.00009650148,0.001037119,0.003636763,0.00004800325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001218895,"about_ca_system_score_gemma":0.001425702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001409419,"about_ca_topic_score_gemma":0.0003036373,"domain_scores_codex":[0.9845353,0.005409604,0.001867718,0.0002561427,0.007215871,0.0007153568],"domain_scores_gemma":[0.993578,0.003052384,0.002015751,0.0004463515,0.0007247943,0.000182723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001255942,0.004941026,0.01959016,0.4263891,0.002366876,0.0005717477,0.01007347,2.329669e-7,0.00001075201,0.001010036,0.08216814,0.4527529],"study_design_scores_gemma":[0.001780923,0.0006079854,0.1426427,0.731388,0.0006735733,0.000006794903,0.001638162,1.079567e-8,0.000007827729,0.0003587208,0.1205898,0.0003055454],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009743023,0.9860452,8.803863e-8,0.000704702,0.001143986,0.002067581,0.000009175078,0.00001116132,0.000275123],"genre_scores_gemma":[0.003121285,0.9960251,0.000005659646,0.00005224653,0.0004044859,0.00003373113,0.000001012605,0.00003908105,0.0003173584],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4524474,"threshold_uncertainty_score":0.9986619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1783283897702248,"score_gpt":0.5481747984845055,"score_spread":0.3698464087142807,"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."}}