{"id":"W1709370711","doi":"10.29173/mruer163","title":"The role of digital reading technologies in developing language and literacy skills","year":2014,"lang":"en","type":"article","venue":"Mount Royal Undergraduate Education Review","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Digital literacy; Literacy; Computer science; Value (mathematics); Mathematics education; Psychology; Pedagogy; World Wide Web; Linguistics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005878013,0.00009236539,0.000161068,0.00007468264,0.00006900382,0.0001311364,0.0003575757,0.00002560068,6.23823e-7],"category_scores_gemma":[0.001050315,0.00006413418,0.00002695135,0.000327204,0.00004706147,0.0002309052,0.0001038468,0.00008679563,0.000006120246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006649757,"about_ca_system_score_gemma":0.000210907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002895765,"about_ca_topic_score_gemma":0.000005054269,"domain_scores_codex":[0.9991521,0.00009244262,0.000290374,0.0001960125,0.0001290448,0.000140078],"domain_scores_gemma":[0.9988689,0.0005228537,0.0001508961,0.0003325317,0.00009475724,0.00003000338],"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":[1.925265e-7,0.00002921587,0.001473815,0.0001617963,0.000002429935,6.153967e-8,0.0003530013,3.240795e-7,0.00002146004,0.2700796,0.0001379851,0.7277401],"study_design_scores_gemma":[0.0001254357,0.00003791791,0.008377652,0.004883918,0.00001522857,0.00001554664,0.001379185,0.0009835479,0.001296718,0.283701,0.6988617,0.0003221385],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2348668,0.4723324,0.0660762,0.2154042,0.002084725,0.001811218,0.000004309606,0.0003721486,0.007047967],"genre_scores_gemma":[0.7855432,0.05315532,0.1594497,0.0008292443,0.00007126055,0.000180264,0.00001125477,0.00001381519,0.0007459244],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7274179,"threshold_uncertainty_score":0.2615316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007756586168290163,"score_gpt":0.3032726130260645,"score_spread":0.2955160268577743,"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."}}