{"id":"W4403473164","doi":"10.54337/nlc.v7.9255","title":"Symposium 5: The Paradox of Social Media and Higher Education Institutions","year":2010,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Networked Learning","topic":"Social Media and Politics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Sociology; Political science; Social institution; Media studies; Social science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0228155,0.0003740382,0.0005380323,0.00243714,0.01360388,0.02257876,0.002159268,0.008661591,0.007499741],"category_scores_gemma":[0.02506817,0.0004118856,0.0007694022,0.003024876,0.02553583,0.02550634,0.01327439,0.01064032,0.0006243869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01371982,"about_ca_system_score_gemma":0.00938213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009886252,"about_ca_topic_score_gemma":0.008207729,"domain_scores_codex":[0.9821743,0.01157311,0.0004877545,0.001099026,0.003246485,0.001419267],"domain_scores_gemma":[0.9674805,0.0233772,0.002162613,0.001365577,0.002983547,0.002630479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002344201,0.00002943267,0.0009813552,0.00007736592,0.000007107303,0.0002343684,0.02874313,0.0002127933,0.0001128251,0.9426939,0.0186658,0.008218429],"study_design_scores_gemma":[0.00003876184,0.00008231802,0.00217524,0.0005323645,0.00001591619,0.0005112755,0.09489342,0.001391374,0.0005413636,0.4590313,0.4406709,0.0001157658],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.09653525,0.008905811,0.01022162,0.6931661,0.004222004,0.00004434494,0.0001255525,0.0001074659,0.1866717],"genre_scores_gemma":[0.9407583,0.003658144,0.002714748,0.03677855,0.002008771,0.0000711898,0.00004541614,0.0001152485,0.01384965],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0228155,"threshold_uncertainty_score":0.1206613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05232092503490302,"score_gpt":0.3341116481275386,"score_spread":0.2817907230926355,"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."}}