{"id":"W4319456546","doi":"10.58279/v1006","title":"Engaged Design Scholarship in Contexts","year":2022,"lang":"en","type":"article","venue":"Contexts – The Systemic Design Journal","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Scholarship; Editorial board; Diversity (politics); Field (mathematics); Engaged scholarship; Engineering ethics; Sociology; Library science; Political science; Engineering; Computer science; Anthropology; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01937386,0.0002752593,0.0003506979,0.0003024341,0.001267737,0.0003115486,0.0009330905,0.00007914353,0.0009349764],"category_scores_gemma":[0.001191017,0.0002286895,0.0001193796,0.0005050031,0.00004339223,0.0005269247,0.00005284207,0.003742322,0.0002198042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006218785,"about_ca_system_score_gemma":0.0003273594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004769264,"about_ca_topic_score_gemma":0.000001694223,"domain_scores_codex":[0.9869892,0.01098151,0.0007553064,0.000216585,0.0005371735,0.0005202309],"domain_scores_gemma":[0.9958001,0.003215634,0.0002473363,0.0004273651,0.000112755,0.000196781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001183288,0.0003712231,0.001100208,0.000179954,0.0007050934,0.001008395,0.04838271,0.5642928,0.08287475,0.002369147,0.1700729,0.1274596],"study_design_scores_gemma":[0.03755536,0.003137838,0.01192189,0.003715806,0.001144221,0.1690104,0.139012,0.1376532,0.02293297,0.03563403,0.4288913,0.009391017],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06559816,0.04735658,0.8614407,0.002013831,0.01313785,0.003443453,0.00001800733,0.0005827826,0.006408633],"genre_scores_gemma":[0.9964898,0.0001527818,0.0007340852,0.0004616678,0.0002886229,0.0002049818,0.000001533571,0.00007415868,0.001592426],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9308916,"threshold_uncertainty_score":0.9999783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06245962041792764,"score_gpt":0.2726645558284367,"score_spread":0.2102049354105091,"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."}}