{"id":"W2232054398","doi":"10.29173/mruer114","title":"Technology as a resource: Increasing engagement in learning and developing 21st century skills","year":2014,"lang":"en","type":"article","venue":"Mount Royal Undergraduate Education Review","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Variety (cybernetics); Student engagement; Theme (computing); 21st century skills; Resource (disambiguation); Information technology; Psychology; Pedagogy; Mathematics education; Knowledge management; Computer science; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002419257,0.0001883997,0.0003566566,0.000373421,0.0007731437,0.00006865903,0.000231665,0.0001371897,0.00005276114],"category_scores_gemma":[0.00463141,0.0001955544,0.00003629877,0.001089103,0.0002970749,0.00009396676,0.0001383951,0.0004505485,0.00009288824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009102115,"about_ca_system_score_gemma":0.0007289271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009798511,"about_ca_topic_score_gemma":0.0004185437,"domain_scores_codex":[0.9976323,0.0008149118,0.0004506543,0.0004339113,0.0002605586,0.0004076132],"domain_scores_gemma":[0.9989351,0.0003416526,0.0002679375,0.0002107442,0.0001633143,0.00008123398],"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":[0.000002685644,0.0001341742,0.02448192,0.0005856254,0.0000255686,4.945979e-7,0.004355914,0.000004077116,0.00003285177,0.3719983,0.003174414,0.5952039],"study_design_scores_gemma":[0.00009986022,0.00001894443,0.005615793,0.002192781,0.00002431177,0.000003491029,0.01280855,0.000002332151,0.00002321788,0.008972659,0.9700153,0.0002227849],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4347544,0.1957695,0.0003853822,0.2737793,0.001232172,0.002336843,8.571843e-7,0.001499574,0.09024192],"genre_scores_gemma":[0.8204241,0.1702456,0.00352923,0.001916037,0.0001246275,0.00031582,0.00001098602,0.00002280069,0.003410795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9668409,"threshold_uncertainty_score":0.7974476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01229032608173744,"score_gpt":0.3344949262252196,"score_spread":0.3222046001434822,"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."}}