{"id":"W2990510639","doi":"10.17770/etr2019vol2.4044","title":"USING ACTIVITY THEORY FOR MODELLING TRANSFORMATIVE DIGITAL LEARNING","year":2019,"lang":"en","type":"article","venue":"Environment Technology Resources Proceedings of the International Scientific and Practical Conference","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Transformative learning; Activity theory; Interdependence; Government (linguistics); Ukrainian; Sociology; Mathematics education; Pedagogy; Knowledge management; Computer science; Political science; Engineering ethics; Psychology; Engineering; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00227407,0.001038344,0.0005672356,0.002359771,0.001052417,0.004718089,0.002020599,0.001674567,0.00460442],"category_scores_gemma":[0.004773695,0.0004408228,0.00158187,0.00229742,0.003133607,0.004327927,0.001995678,0.001708057,0.0006062045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00300823,"about_ca_system_score_gemma":0.002176796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01066572,"about_ca_topic_score_gemma":0.008469583,"domain_scores_codex":[0.9982017,0.001181548,0.0001137304,0.000192772,0.0001915168,0.0001186907],"domain_scores_gemma":[0.9975648,0.001813295,0.0001858806,0.0001896779,0.0001568136,0.00008952829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001570256,0.00005615864,0.001394794,0.0001448252,0.00002738684,0.0002167423,0.002559032,0.1199489,0.0002251761,0.8603445,0.0006766851,0.01439014],"study_design_scores_gemma":[0.0000383826,0.00006764605,0.0007495455,0.0002958634,0.00003300561,0.0001918804,0.00268218,0.3408871,0.0004304869,0.5742153,0.08036783,0.00004072758],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01279479,0.0007683123,0.9468135,0.000910624,0.0001245485,0.0002694937,0.0003005124,0.0001670547,0.03785116],"genre_scores_gemma":[0.4687346,0.002214878,0.5123127,0.0001774283,0.0001230461,0.001980499,0.0007454386,0.0001284887,0.01358294],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01066572,"threshold_uncertainty_score":0.02182633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0796944378592256,"score_gpt":0.3467312461600487,"score_spread":0.2670368083008231,"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."}}