{"id":"W2998218975","doi":"","title":"A review from a digital education perspective: Digital Education Strategies, Ryerson University","year":2015,"lang":"en","type":"review","venue":"","topic":"Digital literacy in education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Higher education; Pedagogy; Computer science; Sociology; Engineering ethics; Political science; Engineering; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001774373,0.0006439505,0.001214989,0.0004010728,0.00009238527,0.003452142,0.00218213,0.0002305518,0.00005116336],"category_scores_gemma":[0.0002343391,0.000603164,0.0004660256,0.001535914,0.000076562,0.01229491,0.0004180582,0.0003786513,0.001169818],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002345873,"about_ca_system_score_gemma":0.02199507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002912376,"about_ca_topic_score_gemma":0.000006937015,"domain_scores_codex":[0.9971294,0.0001301968,0.000629706,0.001241903,0.0005092325,0.0003595552],"domain_scores_gemma":[0.9962167,0.0001692847,0.0006869004,0.001537483,0.001004422,0.0003852319],"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":[7.999265e-7,0.0004763084,0.00000105391,0.003232956,0.00004727055,0.000001231816,0.000218416,3.408494e-8,2.852819e-9,0.05597007,0.05852691,0.8815249],"study_design_scores_gemma":[0.00004888202,0.00003999983,0.000001902179,0.02351197,0.0001798156,0.0000507009,0.001362485,0.000005620002,1.563718e-8,0.008735385,0.9654472,0.0006159692],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[5.134203e-7,0.7724773,0.002434304,0.0002664625,0.001421779,0.001048147,0.0002047268,0.0002590485,0.2218877],"genre_scores_gemma":[0.00001618684,0.9813489,0.002386689,0.0002582606,0.0004637695,0.00004683281,0.002353054,0.00004375818,0.01308251],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9069203,"threshold_uncertainty_score":0.999642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03201680017202217,"score_gpt":0.3481628706487272,"score_spread":0.316146070476705,"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."}}