{"id":"W2592574751","doi":"10.19173/irrodl.v18i1.2656","title":"Enriching Higher Education with Social Media: Development and Evaluation of a Social Media Toolkit","year":2017,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Türkiye Bilimsel ve Teknolojik Araştırma Kurumu; European Commission","keywords":"Social media; Class (philosophy); Process (computing); Perception; Higher education; Pedagogy; Sociology; Mathematics education; Computer science; Multimedia; Psychology; World Wide Web; Political 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":[0.01050887,0.0000566699,0.0001660886,0.00007996537,0.00096289,0.0001779349,0.0008044225,0.0000559321,0.0001107832],"category_scores_gemma":[0.006198936,0.00004150492,0.00001445904,0.0001441853,0.0006296253,0.0002731503,0.0004007189,0.0003459172,0.000001547507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001883862,"about_ca_system_score_gemma":0.0008568004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004680845,"about_ca_topic_score_gemma":0.0005092912,"domain_scores_codex":[0.9976557,0.0005955202,0.0002183763,0.0001298719,0.001242147,0.0001583619],"domain_scores_gemma":[0.9985275,0.0004047414,0.0002936094,0.00008560073,0.0006536479,0.00003489917],"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":[0.0001731464,0.0002473632,0.1090876,0.000628545,0.00009394797,0.000002211715,0.01642247,0.000001520182,0.00005525513,0.08313817,0.002592376,0.7875574],"study_design_scores_gemma":[0.001103094,0.00002004931,0.9433411,0.004172186,0.00003039954,0.000001581445,0.01588615,0.00002897994,0.00007292393,0.005213876,0.03001567,0.0001139561],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9546801,0.003093902,0.000006984372,0.02469697,0.0001430142,0.0006207103,0.00001085149,0.000007538478,0.01673997],"genre_scores_gemma":[0.9979984,0.001600593,0.00009004807,0.00003204983,0.00008265757,0.00003781505,0.00003523503,0.000003792615,0.0001193976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8342535,"threshold_uncertainty_score":0.7421153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1814010128727554,"score_gpt":0.5088833716702196,"score_spread":0.3274823587974642,"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."}}