{"id":"W4403436287","doi":"10.1155/2024/1179740","title":"Digital Life Balance and Need for Online Social Feedback: Cross–Cultural Psychometric Analysis in Brazil","year":2024,"lang":"en","type":"article","venue":"Human Behavior and Emerging Technologies","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Balance (ability); Psychology; Cross-cultural; Sociology; Social psychology; Applied psychology; Anthropology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005880397,0.0005048828,0.0007233318,0.002192269,0.0009719988,0.001189079,0.0005397129,0.0005578261,0.001037355],"category_scores_gemma":[0.01580551,0.0005468769,0.001093951,0.00202897,0.001382433,0.0006860122,0.001537972,0.0005597005,0.0001479576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001167026,"about_ca_system_score_gemma":0.001677904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01945568,"about_ca_topic_score_gemma":0.03129151,"domain_scores_codex":[0.9978778,0.0006732126,0.0002947147,0.0002770817,0.0006737656,0.0002032997],"domain_scores_gemma":[0.9929681,0.003131585,0.001388903,0.0005528728,0.001365891,0.0005926447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007290115,0.0003905302,0.9448653,0.0002469766,0.0001937338,0.0002576383,0.02970752,0.0001492865,0.0009091963,0.0004289982,0.0002916018,0.02248627],"study_design_scores_gemma":[0.00001971001,0.0002180914,0.9807302,0.000165861,0.00007338228,0.000331505,0.0145898,0.0006958799,0.000293338,0.0002308247,0.00262125,0.00003013309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977844,0.0002036528,0.0003059837,0.00007763381,0.00001137707,0.0001201433,0.0001284104,0.000004314221,0.00136411],"genre_scores_gemma":[0.9986125,0.0002302123,0.0006420378,0.00005025381,0.000005505914,0.0001251283,0.0001729444,0.000007166158,0.0001542465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01945568,"threshold_uncertainty_score":0.03868484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04491242472111617,"score_gpt":0.4044577375897635,"score_spread":0.3595453128686473,"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."}}