{"id":"W3118506544","doi":"10.21606/drs.2020.2","title":"DRS2020: Synergy","year":2020,"lang":"de","type":"paratext","venue":"Proceedings of DRS","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Twente; Royal College of Art; AGE-WELL","keywords":"Vision; Transformative learning; Creativity; Engineering ethics; Theme (computing); Discipline; Sociology; Management science; Computer science; Knowledge management; Engineering; Psychology; Social science; Pedagogy; World Wide Web; Social psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006317981,0.0007988563,0.001286957,0.0006745786,0.0004179463,0.0003001882,0.001409509,0.001214787,0.00180349],"category_scores_gemma":[0.0005925171,0.000851865,0.0002901733,0.002550968,0.0006817106,0.0007672028,0.001550469,0.001318963,0.0085358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001323346,"about_ca_system_score_gemma":0.0001420903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003542188,"about_ca_topic_score_gemma":7.994468e-7,"domain_scores_codex":[0.9963983,0.000003730143,0.001185406,0.0009949537,0.0006658367,0.0007517473],"domain_scores_gemma":[0.9962075,0.00003533554,0.001911546,0.0001406926,0.001674163,0.00003071862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001109831,0.000198285,0.00258029,0.005062857,0.0008314507,0.000007154213,0.0006984652,8.279958e-7,0.0008823318,0.4469398,0.5375599,0.005127657],"study_design_scores_gemma":[0.0005801159,0.00005234214,0.0005444588,0.0006953776,0.0003130589,0.000001194393,0.002658014,0.0001248885,0.002718504,0.0106897,0.9805831,0.001039194],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02144921,0.002178966,0.00008488621,0.00755764,0.004109272,0.001054098,0.00002401357,0.0003372106,0.9632047],"genre_scores_gemma":[0.909902,0.001831129,0.003413224,0.006485243,0.009301276,0.0003463106,0.0006554165,0.0003789541,0.0676864],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8955183,"threshold_uncertainty_score":0.9993932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01995195044532736,"score_gpt":0.2218198054540614,"score_spread":0.2018678550087341,"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."}}