{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01516959,0.0008925552,0.0004573381,0.002424441,0.003290622,0.01646567,0.002019369,0.004684683,0.1222682],"category_scores_gemma":[0.01867179,0.0006635999,0.0009587909,0.002591493,0.003323805,0.01471478,0.01659309,0.005143987,0.05447047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003482709,"about_ca_system_score_gemma":0.006533602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001146665,"about_ca_topic_score_gemma":0.001750899,"domain_scores_codex":[0.9839975,0.007530889,0.0006127205,0.001144581,0.00521459,0.001499688],"domain_scores_gemma":[0.9836489,0.003915695,0.0004629917,0.00295555,0.003984467,0.005032412],"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":[0.00008721826,0.00007235435,0.0003553267,0.0002129866,0.00001169466,0.0001480175,0.001954801,0.0004184671,0.0009913404,0.3343353,0.5451167,0.1162959],"study_design_scores_gemma":[0.000009250084,0.00001899778,0.00009700631,0.0000550414,0.000002144749,0.0001652632,0.0004414006,0.0001958262,0.0003403022,0.02103595,0.9776278,0.00001105154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005718314,0.002438535,0.04710656,0.06967987,0.006469167,0.0001762335,0.001338288,0.004982349,0.8620908],"genre_scores_gemma":[0.1372848,0.003982205,0.07158985,0.01962833,0.004088104,0.0004780021,0.004832977,0.005422613,0.7526931],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1222682,"threshold_uncertainty_score":0.4090279,"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."}}