{"id":"W20652360","doi":"10.1016/b978-1-84334-681-4.50012-8","title":"Learning social media: student and instructor perspectives","year":2012,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Digital Storytelling and Education","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Social media; Pedagogy; Mathematics education; Psychology; Computer science; Sociology; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003432538,0.0002772886,0.0004004408,0.0001107089,0.0008050413,0.00002326038,0.0001149803,0.0004546482,0.000505965],"category_scores_gemma":[0.0000667805,0.0002589611,0.00009106136,0.000007464886,0.0001687046,0.00006367036,0.0001287278,0.001327385,0.0004844997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002854,"about_ca_system_score_gemma":0.0001993737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.293244e-7,"about_ca_topic_score_gemma":0.00002226439,"domain_scores_codex":[0.9985716,0.0000885449,0.0003610941,0.0003139405,0.0002855116,0.000379245],"domain_scores_gemma":[0.9989646,0.0002756001,0.0003146608,0.0001402696,0.0001370463,0.000167845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008598438,0.000008752087,0.0002684293,0.000101702,0.00005522393,0.000001014968,0.1425708,1.795926e-8,0.000001575501,0.01385498,0.0002004212,0.8429285],"study_design_scores_gemma":[0.0001979505,0.00002518558,0.002005232,0.0002916064,0.00008112398,0.000001473944,0.01665162,1.077725e-7,3.826441e-7,0.003481877,0.9769915,0.0002719265],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01187887,0.003769037,3.388663e-7,0.00008344149,0.001529725,0.0003761702,0.00001269743,0.0001025277,0.9822472],"genre_scores_gemma":[0.06967314,0.0003686126,0.00003894194,0.00008075478,0.003825531,0.00004632572,0.00002645242,0.00008144135,0.9258588],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9767911,"threshold_uncertainty_score":0.9999862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04699664952698362,"score_gpt":0.3567330457746031,"score_spread":0.3097363962476194,"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."}}