{"id":"W3134026209","doi":"10.5539/ies.v14n4p1","title":"Predictive Role of Cognitive Flexibility and Self-Control on Social Media Addiction in University Students","year":2021,"lang":"en","type":"article","venue":"International Education Studies","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Cognitive flexibility; Addiction; Flexibility (engineering); Cognition; Regression analysis; Stepwise regression; Social media; Social cognitive theory; Scale (ratio); Data collection; Addictive behavior; Social psychology; Applied psychology; Statistics; Computer science; Social science; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0006494691,0.0003211682,0.0002154501,0.001380268,0.0003852492,0.001021296,0.0003012458,0.0004723758,0.00244164],"category_scores_gemma":[0.004672601,0.0001925898,0.0005515881,0.0005880461,0.0003742852,0.0003075703,0.0005249195,0.0009475292,0.0001653109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002420334,"about_ca_system_score_gemma":0.0004500356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003708986,"about_ca_topic_score_gemma":0.004272169,"domain_scores_codex":[0.999593,0.00009716431,0.00004418997,0.00004716935,0.000136869,0.00008156633],"domain_scores_gemma":[0.9968377,0.001019433,0.0008870349,0.0001778055,0.0002469075,0.0008310134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002678763,0.00013534,0.9973013,0.000004569224,0.00002323832,0.00004413139,0.0001147491,0.00004429803,0.0000866323,0.00003829356,0.00002441231,0.002156404],"study_design_scores_gemma":[0.00000184313,0.00005705642,0.999086,0.000007681723,0.0000143587,0.0000729547,0.0002700456,0.0003160852,0.00005209593,0.00005746878,0.00006130134,0.000003113305],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992065,0.0001035457,0.00003991524,0.00004034995,0.000004310238,0.00000575713,0.00003051217,0.000001789712,0.0005674905],"genre_scores_gemma":[0.9997943,0.00003962021,0.0000337657,0.00000599575,0.000003300584,0.000002909235,0.00002792409,5.087389e-7,0.0000916985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003708986,"threshold_uncertainty_score":0.008168101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02819640708686068,"score_gpt":0.3824246953876341,"score_spread":0.3542282883007735,"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."}}