{"id":"W2114248960","doi":"10.5539/ies.v5n3p56","title":"The Use of Social Networking Sites among Malaysian University Students","year":2012,"lang":"en","type":"article","venue":"International Education Studies","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Informal learning; Population; Online learning; Mathematics education; Pedagogy; Sociology; Multimedia; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003415716,0.00005355821,0.00007186068,0.00006353066,0.0008192169,0.00005128403,0.0003562759,0.00004423763,0.00001804346],"category_scores_gemma":[0.0005366754,0.00004700213,0.0000418072,0.0001504598,0.0005395612,0.0004011366,0.0001302711,0.00007627189,0.00001111776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002434948,"about_ca_system_score_gemma":0.00006758618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003096094,"about_ca_topic_score_gemma":0.0004074555,"domain_scores_codex":[0.9991976,0.00009383986,0.0001127686,0.00006761106,0.0003568614,0.0001713356],"domain_scores_gemma":[0.9990389,0.000160483,0.0001656494,0.00006237929,0.0005414088,0.00003122512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000846105,0.0001178824,0.9540715,0.000001438928,0.0001330962,7.947091e-8,0.008262291,0.000001018563,0.000004470724,0.008534323,0.02346226,0.005403171],"study_design_scores_gemma":[0.0000702997,0.000002929383,0.6356536,0.00001609784,0.00001514763,1.55206e-7,0.03814583,0.000001964985,0.00001124927,0.0001829182,0.3258519,0.00004785969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989309,0.0002748566,0.00001620733,0.00404064,0.003701321,0.00009254953,0.000002730814,0.00003536486,0.002527329],"genre_scores_gemma":[0.9891092,0.0003228421,0.0001248396,0.00008954229,0.0005002053,0.000002346722,0.000002375328,0.000003538537,0.009845117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3184179,"threshold_uncertainty_score":0.6300837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.108287288707156,"score_gpt":0.4192553707540537,"score_spread":0.3109680820468977,"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."}}