{"id":"W3045785096","doi":"10.1089/cyber.2019.0744","title":"Is Social Media Use Changing Who We Are? Examining the Bidirectional Relationship Between Personality and Social Media Use","year":2020,"lang":"en","type":"article","venue":"Cyberpsychology Behavior and Social Networking","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Neuroticism; Personality; Psychology; Honesty; Extraversion and introversion; Social psychology; Social media; Big Five personality traits; Political science","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":[0.001414592,0.0001200994,0.0002107313,0.0007238197,0.0008013445,0.001887455,0.000280862,0.0004714579,0.001829377],"category_scores_gemma":[0.006722146,0.0002469608,0.0002926937,0.0007883673,0.0005376434,0.001361373,0.000696455,0.001094059,0.0002275429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004879522,"about_ca_system_score_gemma":0.0006079626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008437365,"about_ca_topic_score_gemma":0.01937252,"domain_scores_codex":[0.9989783,0.0004414955,0.00006424447,0.0001655748,0.0001600613,0.0001904073],"domain_scores_gemma":[0.9957485,0.001016577,0.001910535,0.0001949298,0.0004012234,0.0007282757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001421956,0.00003569136,0.9925517,0.000008583458,0.00003211296,0.00003602753,0.002352607,0.000009603039,0.00009309941,0.0001101073,0.0001137544,0.004642619],"study_design_scores_gemma":[0.000001405076,0.00003132501,0.9927198,0.0000186619,0.00001881516,0.0000600026,0.006382489,0.0001077311,0.00006054568,0.000125103,0.0004701695,0.00000401492],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979972,0.0002064001,0.00007786624,0.000555429,0.00001433946,0.000005768826,0.00008112652,0.000001584232,0.001060271],"genre_scores_gemma":[0.9994673,0.0001599055,0.00005346314,0.0000836761,0.000008443445,0.000004038426,0.00003409358,0.000001158623,0.000187927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008437365,"threshold_uncertainty_score":0.0167765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2571005505273103,"score_gpt":0.3739962391543837,"score_spread":0.1168956886270734,"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."}}