{"id":"W4405394966","doi":"10.1016/j.chb.2024.108541","title":"Deprivation's role in adolescent social media use and its links to life satisfaction","year":2024,"lang":"en","type":"article","venue":"Computers in Human Behavior","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Radboud Universitair Medisch Centrum; Jacobs Family Foundation; Jacobs Foundation; Canadian Institute for Advanced Research","keywords":"Psychology; Life satisfaction; Social media; Media use; Social psychology; Developmental psychology; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009326066,0.0001594659,0.0002821188,0.001000998,0.0005020026,0.0009843281,0.0003492396,0.0003341582,0.002779135],"category_scores_gemma":[0.005150582,0.0002152829,0.0006597316,0.001339134,0.0004269934,0.0006518724,0.001149433,0.0007810162,0.0001993741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005252531,"about_ca_system_score_gemma":0.0005818137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02399507,"about_ca_topic_score_gemma":0.02535594,"domain_scores_codex":[0.999319,0.0001938318,0.00009389199,0.00009803921,0.0001328034,0.0001625367],"domain_scores_gemma":[0.9957246,0.0008845318,0.001907633,0.0001938022,0.0003805303,0.000908892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000231486,0.00002558946,0.9986315,0.000007217509,0.00002787438,0.00001499915,0.0001734993,0.00002327935,0.00003424702,0.00004017086,0.00004271054,0.0009558054],"study_design_scores_gemma":[4.850158e-7,0.0000163697,0.9994884,0.000005894391,0.000007550431,0.00001470552,0.000286186,0.00005931561,0.00001593778,0.00001302085,0.00009074825,0.000001355111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983678,0.0002506031,0.0000621778,0.0001446194,0.000005371639,0.00000654428,0.0004609986,0.0000021883,0.0006996454],"genre_scores_gemma":[0.9995023,0.00009384529,0.00003609873,0.00001413423,0.000003655531,0.000006004223,0.0002217645,0.000001341407,0.0001208685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02399507,"threshold_uncertainty_score":0.04771084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06076192173974113,"score_gpt":0.34585443071105,"score_spread":0.2850925089713089,"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."}}