{"id":"W3168737418","doi":"10.30958/aja.7-1-1","title":"Building “Working with, not for” into Design Studio Curriculum","year":2020,"lang":"en","type":"article","venue":"Athens Journal of Architecture","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":"Engineering ethics; Participatory design; Curriculum; Grassroots; Sociology; Pedagogy; Equity (law); Placemaking; Citizen journalism; Design studio; Public relations; Studio; Engineering; Political science; Urban design","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002906148,0.0001325908,0.0001944769,0.00007534672,0.0000710934,0.00004918917,0.0001944479,0.0000411479,0.00001568015],"category_scores_gemma":[0.0001836588,0.0000989145,0.0000793689,0.0001970238,0.0000174356,0.00009993402,0.0000110801,0.0004227929,0.000003881979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003152152,"about_ca_system_score_gemma":0.00004797397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001002632,"about_ca_topic_score_gemma":0.000001007547,"domain_scores_codex":[0.9992759,0.00005613934,0.0002336023,0.00008774236,0.0001804019,0.0001662595],"domain_scores_gemma":[0.9992347,0.0003179868,0.0001300488,0.00008141834,0.00009312219,0.0001426705],"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":[0.000450974,0.00006086569,0.0008193156,0.0001889184,0.0006153831,0.00007750279,0.03944303,0.7701264,0.05196305,0.000959546,0.004376855,0.1309181],"study_design_scores_gemma":[0.003479147,0.002342691,0.0009329779,0.0006000782,0.000631169,0.001742385,0.002655052,0.03300311,0.03041913,0.006684072,0.9163353,0.001174899],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08824228,0.0004731843,0.9072233,0.003405316,0.0003036851,0.0001440778,6.045222e-7,0.00004953385,0.0001579841],"genre_scores_gemma":[0.7520117,0.00002771788,0.246862,0.0005033071,0.0005578934,0.000003079672,2.105171e-7,0.00002883025,0.000005222946],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9119585,"threshold_uncertainty_score":0.4033616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03951673280474167,"score_gpt":0.2662071928349432,"score_spread":0.2266904600302015,"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."}}