{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0171374,0.000855486,0.0007865198,0.001826425,0.001379245,0.002998734,0.001849331,0.001206533,0.002655851],"category_scores_gemma":[0.02642507,0.0006439283,0.000984556,0.0009882376,0.001668949,0.003085525,0.004582606,0.001280401,0.0008158439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001737247,"about_ca_system_score_gemma":0.004437166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00216381,"about_ca_topic_score_gemma":0.004289395,"domain_scores_codex":[0.9911049,0.005244952,0.000907339,0.0005734182,0.001441829,0.0007275487],"domain_scores_gemma":[0.9778958,0.0133372,0.0009816195,0.001688591,0.00258312,0.003513552],"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":[0.00551939,0.1187773,0.03319142,0.006535546,0.000352502,0.001246225,0.05378254,0.004784642,0.01730997,0.002197235,0.005586384,0.7507169],"study_design_scores_gemma":[0.02052781,0.20288,0.3675635,0.00539083,0.002475962,0.001560634,0.1223916,0.03408629,0.08882757,0.006406025,0.1465694,0.001320472],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784707,0.000111767,0.0054158,0.0002808665,0.00005779311,0.01100169,0.0002749538,0.0005718812,0.003814675],"genre_scores_gemma":[0.8565696,0.0007589208,0.1114136,0.0002790159,0.00003871528,0.02345773,0.001327813,0.0003030247,0.0058516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0171374,"threshold_uncertainty_score":0.09063226,"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."}}