{"id":"W3005095254","doi":"10.19173/irrodl.v18i7.2893","title":"Research Trends in Mobile Learning in Higher Education: A Systematic Review of Articles (2011 – 2015)","year":2017,"lang":"en","type":"review","venue":"The International Review of Research in Open and Distributed Learning","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":131,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Affordance; Mobile device; M-learning; Mobile technology; Variety (cybernetics); Higher education; Educational technology; Computer science; Educational research; Knowledge management; Data science; Multimedia; World Wide Web; Psychology; Pedagogy; Human–computer interaction; Political science","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":["metaresearch","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.03947409,0.0002898517,0.002177863,0.001660281,0.0001963303,0.0003951516,0.006345203,0.0001578786,0.0005437979],"category_scores_gemma":[0.007515514,0.0002077898,0.0002038085,0.002789126,0.0003305575,0.0005840079,0.002587073,0.003117487,0.00007190266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006466399,"about_ca_system_score_gemma":0.001809883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007352789,"about_ca_topic_score_gemma":0.00003482026,"domain_scores_codex":[0.9857913,0.008850183,0.002142105,0.0007520759,0.001896583,0.0005677865],"domain_scores_gemma":[0.9922771,0.003711861,0.001432637,0.0013587,0.001103147,0.0001165596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000004179204,0.000195211,0.0002521338,0.5875341,0.00003074506,0.0000080737,0.00009585293,0.00001147789,1.015508e-7,0.00397919,0.001972002,0.4059169],"study_design_scores_gemma":[0.0001084158,0.00006192998,0.0001954291,0.6157989,0.0000238853,0.00001770962,0.0001549804,0.0001028653,1.696868e-7,0.0002176893,0.3832034,0.0001146932],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001046163,0.9872044,0.00001462075,0.003480265,0.0002012116,0.003064665,0.00000892801,0.00001099832,0.006004423],"genre_scores_gemma":[0.0008580122,0.9917314,0.0001396518,0.00004732079,0.00006316038,0.002813386,0.0002000148,0.00002409453,0.004122938],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4058022,"threshold_uncertainty_score":0.9991823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2709933951177417,"score_gpt":0.5448850958417055,"score_spread":0.2738917007239638,"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."}}