{"id":"W2621621188","doi":"10.5430/ijhe.v6n3p129","title":"How much is Teaching and Learning in Higher Education Digitized? Insights from Teacher Education","year":2017,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital media; Mathematics education; Higher education; Pedagogy; Field (mathematics); Psychology; Multimedia; Computer science; Mathematics; World Wide Web; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005310354,0.000208816,0.0004114872,0.001898915,0.005412146,0.01036103,0.0006658845,0.001128836,0.001763899],"category_scores_gemma":[0.01037293,0.0002834847,0.0001690901,0.002316782,0.01099983,0.008396311,0.004052892,0.001873661,0.000169382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004444943,"about_ca_system_score_gemma":0.003185277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005436181,"about_ca_topic_score_gemma":0.0129416,"domain_scores_codex":[0.9940161,0.004130402,0.0001799606,0.0003600562,0.0006619436,0.0006515307],"domain_scores_gemma":[0.9837226,0.01300962,0.001238012,0.0003806159,0.0005627204,0.001086402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00003550549,0.00007089022,0.01108593,0.0001458232,0.000006705319,0.0005797347,0.9560518,0.00005303664,0.0004734709,0.00929276,0.0006760102,0.02152829],"study_design_scores_gemma":[0.000005213385,0.00003046658,0.00788134,0.0001600238,0.00000588577,0.0003340336,0.9717587,0.00005691694,0.000217344,0.002208007,0.01733514,0.000006838097],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635884,0.003098909,0.001054485,0.01141899,0.00005310934,0.00000970164,0.00002302471,0.000005754646,0.0207478],"genre_scores_gemma":[0.9976052,0.001217015,0.0001160919,0.0003400391,0.00001782584,0.000004063462,0.000005997029,0.000004365308,0.0006892421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01036103,"threshold_uncertainty_score":0.03225046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02569858694372107,"score_gpt":0.3710515088418909,"score_spread":0.3453529218981698,"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."}}