{"id":"W1995295962","doi":"10.1145/2371029.2379624","title":"How important is Twitter in your Personal Learning Network?","year":2012,"lang":"en","type":"article","venue":"eLearn","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Social media; World Wide Web; Psychology; Data science; Computer science; Internet privacy; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001573753,0.000140426,0.0001859376,0.0008158265,0.002457143,0.004840351,0.00036704,0.001199332,0.006288222],"category_scores_gemma":[0.007354747,0.0001356014,0.0001653913,0.000886308,0.001475365,0.007309975,0.001505205,0.001008927,0.0009772824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001034316,"about_ca_system_score_gemma":0.0007350614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002882124,"about_ca_topic_score_gemma":0.005337003,"domain_scores_codex":[0.9988266,0.0006659207,0.000054605,0.00008228393,0.0001702207,0.0002002766],"domain_scores_gemma":[0.9946979,0.001886873,0.00130146,0.00009738532,0.0005675663,0.001448825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002125749,0.0002291694,0.504998,0.0007138301,0.0001127992,0.002559238,0.1961325,0.0002687568,0.001616264,0.03631935,0.03661004,0.2202275],"study_design_scores_gemma":[0.00001459648,0.0001438177,0.1309338,0.000908712,0.0000842973,0.001900353,0.6287152,0.0005330986,0.0007668893,0.005895275,0.2300243,0.00007965809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7799553,0.005691907,0.001518033,0.08072568,0.000865676,0.00005928297,0.00030556,0.00004276819,0.1308357],"genre_scores_gemma":[0.9900857,0.002927997,0.000332346,0.001435331,0.0001751416,0.00001925475,0.00004679054,0.00001176902,0.004965677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006288222,"threshold_uncertainty_score":0.02103621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03421065800135246,"score_gpt":0.3147849570986426,"score_spread":0.2805742990972901,"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."}}