{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002805652,0.00008369729,0.0001109689,0.000460702,0.0003363827,0.000208448,0.0001417438,0.0000634069,0.00004408165],"category_scores_gemma":[0.0003591541,0.00005782845,0.0000142975,0.0007590184,0.0002828596,0.001705876,0.00008943135,0.0004765296,0.000001648708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001042801,"about_ca_system_score_gemma":0.0008921049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006839845,"about_ca_topic_score_gemma":0.0001532574,"domain_scores_codex":[0.9983577,0.00006412636,0.0005300059,0.0001832217,0.0006575556,0.0002074241],"domain_scores_gemma":[0.9983944,0.0003614754,0.0003616002,0.0001262036,0.0007315422,0.00002474212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000159437,0.0006280506,0.5940126,0.001048646,0.00005976771,3.159128e-8,0.03694118,0.000002571876,0.00925324,0.2158383,0.001351704,0.1407045],"study_design_scores_gemma":[0.0008164517,0.0001679737,0.2170707,0.0002327823,0.00001231558,0.000002311748,0.7409645,0.00015121,0.006026394,0.005515369,0.02888264,0.0001573325],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98777,0.00005486486,0.00005037662,0.007875005,0.0001097353,0.001012681,0.000002805737,0.000003198366,0.003121379],"genre_scores_gemma":[0.9991604,0.00004747647,0.000148482,0.00009328261,0.00003020431,0.00006254343,0.00004751122,0.000004993692,0.0004051133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7040234,"threshold_uncertainty_score":0.2587218,"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."}}