{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007182534,0.001444422,0.0009827408,0.002573317,0.004590964,0.008853441,0.001459753,0.003943174,0.01386047],"category_scores_gemma":[0.03076329,0.0004778218,0.001081798,0.001131697,0.00523989,0.004468106,0.003091856,0.008906761,0.003973194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002983817,"about_ca_system_score_gemma":0.004300433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000846481,"about_ca_topic_score_gemma":0.002215174,"domain_scores_codex":[0.9943675,0.001374191,0.0003983307,0.0008150107,0.002722224,0.0003227556],"domain_scores_gemma":[0.9715334,0.01675727,0.0008005903,0.0009695968,0.007325976,0.002613124],"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":[0.00003745438,0.00001252378,0.00005869339,0.0002939086,0.000007991169,0.00009305273,0.0005018637,0.00004489577,0.00008766197,0.008434649,0.9767537,0.01367359],"study_design_scores_gemma":[0.00001413924,0.00002055715,0.000130828,0.0004660518,0.000008982012,0.00009548123,0.0003544986,0.00006151752,0.00009576292,0.004493251,0.9942521,0.00000689113],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.0002245192,0.007959873,0.0003718434,0.04769142,0.9384907,0.00001217347,0.00004382095,0.00003814753,0.005167574],"genre_scores_gemma":[0.01037246,0.01361065,0.0005765703,0.02260297,0.9213639,0.00006061115,0.00008727673,0.000100258,0.03122534],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01386047,"threshold_uncertainty_score":0.04636788,"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."}}