{"id":"W3080284601","doi":"10.17770/er2019.2.4369","title":"THE DEVELOPMENT OF SCIENTIFIC, ACADEMIC AND PRACTICAL CAPACITY OF RESEARCHERS AND EDUCATORS IN THE FIELD OF TRANSFORMATIVE DIGITAL LEARNING","year":2019,"lang":"en","type":"article","venue":"Education Reform Education Content Research and Implementation Problems","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformative learning; Status quo; Originality; Engineering ethics; Digital learning; Knowledge management; Pedagogy; Computer science; Sociology; Mathematics education; Psychology; Engineering; Qualitative research; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04611036,0.0003714246,0.0005626225,0.003504291,0.003569183,0.01615909,0.00199745,0.002742902,0.004229113],"category_scores_gemma":[0.06682386,0.0004409166,0.0005776148,0.002026998,0.01705235,0.009351674,0.01617709,0.00321153,0.001428744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003834166,"about_ca_system_score_gemma":0.02535197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008771456,"about_ca_topic_score_gemma":0.0008662727,"domain_scores_codex":[0.9644041,0.0212125,0.001727418,0.00275829,0.007371525,0.002526211],"domain_scores_gemma":[0.8810455,0.06575883,0.008914334,0.01451922,0.01668773,0.01307441],"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":[0.0001480786,0.0007428931,0.0332084,0.002418056,0.0001245754,0.0009325932,0.1998059,0.001111868,0.01335741,0.3465162,0.0130338,0.3886002],"study_design_scores_gemma":[0.0001130937,0.0008824481,0.05197582,0.003881028,0.0001104703,0.002045239,0.1446535,0.00208875,0.0140067,0.2570685,0.522859,0.0003154494],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4403319,0.01053303,0.04727643,0.05827613,0.0008209194,0.001512513,0.0003049377,0.0004119732,0.4405321],"genre_scores_gemma":[0.9652461,0.003145991,0.01879204,0.001385205,0.0001876,0.0005613205,0.0001069041,0.00004561543,0.01052926],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04611036,"threshold_uncertainty_score":0.2438578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1608212181132,"score_gpt":0.4053151095402904,"score_spread":0.2444938914270903,"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."}}