{"id":"W4405232867","doi":"10.20355/jcie29676","title":"Social Media: Influences on Education","year":2024,"lang":"en","type":"article","venue":"Journal of Contemporary Issues in Education","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Social media; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001097934,0.00009269408,0.0001786038,0.000598733,0.0001426857,0.0001521426,0.0003173719,0.000167562,0.0000574972],"category_scores_gemma":[0.0009114294,0.00008575817,0.00007141313,0.0004971296,0.000192758,0.0009003602,0.00001169943,0.0003965347,0.00003967121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003633485,"about_ca_system_score_gemma":0.004551685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002869161,"about_ca_topic_score_gemma":0.0001036321,"domain_scores_codex":[0.9986362,0.0002170268,0.0004320636,0.000112179,0.0004533778,0.000149111],"domain_scores_gemma":[0.9992431,0.0001561523,0.000245893,0.00008080275,0.0002012281,0.00007278976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009431526,0.001273251,0.04001747,0.00007994627,0.00004292972,0.00002054288,0.09657098,0.000001874924,0.0001680518,0.07089502,0.4458894,0.3449462],"study_design_scores_gemma":[0.0002678671,0.0001439901,0.0658121,0.001499591,0.00002011326,0.00001508319,0.07243855,0.000002870901,0.0004205241,0.0708385,0.7883087,0.0002321488],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8648685,0.01554872,0.000004578346,0.06639151,0.009204842,0.0001902511,0.000001210556,0.00006798404,0.04372243],"genre_scores_gemma":[0.9952917,0.0004589419,0.0001405029,0.0004606701,0.002261143,0.000005522284,0.000002491235,0.00001010998,0.001368899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3447141,"threshold_uncertainty_score":0.8074494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03356438493006753,"score_gpt":0.4126832150593553,"score_spread":0.3791188301292878,"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."}}