{"id":"W4399922319","doi":"10.36948/ijfmr.2024.v06i03.22310","title":"Empowering Children as Resilient Digital Citizens: Navigating the Challenges of the Digital Media Landscape","year":2024,"lang":"en","type":"article","venue":"International Journal For Multidisciplinary Research","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital media; Computer science; Internet privacy; Sociology; Multimedia; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002197816,0.0001138962,0.0001181598,0.0001668283,0.001219763,0.00102741,0.001874177,0.0001126479,0.00003871799],"category_scores_gemma":[0.002897423,0.00006738514,0.00022862,0.0002884337,0.0008468161,0.0005439323,0.0007706378,0.001222234,0.00003350189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002202673,"about_ca_system_score_gemma":0.0003975029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005542205,"about_ca_topic_score_gemma":0.00007160028,"domain_scores_codex":[0.9969005,0.0001359433,0.0003371866,0.0002252287,0.001939872,0.0004612735],"domain_scores_gemma":[0.9979369,0.001105911,0.0001056729,0.0002001956,0.0005432806,0.000108032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009252226,0.0008679759,0.1376971,0.00009596364,0.00147433,0.0002994198,0.132123,0.0001981467,0.001005827,0.1044791,0.02004948,0.6007845],"study_design_scores_gemma":[0.004025478,0.00107365,0.3519861,0.009909817,0.00007224723,0.002051,0.2534235,0.003271732,0.003145725,0.3449523,0.02494386,0.001144594],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9318563,0.002102003,0.00002067036,0.05549886,0.002156497,0.000444607,0.0001573239,0.00006146194,0.007702274],"genre_scores_gemma":[0.9976816,0.0004593723,0.00002882943,0.0000127148,0.0009630728,0.00001340587,0.000007530045,0.00002235627,0.0008111003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5996398,"threshold_uncertainty_score":0.990734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06117037257827004,"score_gpt":0.4597269975971602,"score_spread":0.3985566250188901,"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."}}