{"id":"W4399799988","doi":"10.21606/drs.2024.169","title":"Pluriversal Design as a Paradigm","year":2024,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.00008087623,0.00009288268,0.0001280072,0.0001371324,0.00001567706,0.00005345475,0.0001037566,0.00004540761,0.0001119458],"category_scores_gemma":[0.00001400718,0.00008617299,0.00007317831,0.0002999494,0.00002300443,0.0001616309,0.00001041593,0.00008186541,0.0001214365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002774674,"about_ca_system_score_gemma":0.00001102584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001913306,"about_ca_topic_score_gemma":4.462925e-7,"domain_scores_codex":[0.9994971,8.522426e-7,0.0001246713,0.00011433,0.0001277396,0.0001353583],"domain_scores_gemma":[0.9998618,0.00002291556,0.00001054881,0.00002732057,0.0000249354,0.00005246057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000122068,0.0001281723,0.002681568,0.002904136,0.002515974,0.00008368854,0.01435402,0.008925418,0.4842919,0.1488114,0.2806287,0.05455294],"study_design_scores_gemma":[0.0003821,0.0003158853,0.0003132683,0.0003550898,0.0004552795,0.00003013149,0.000390654,0.7121858,0.2192173,0.02768839,0.0379304,0.0007357437],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7647171,0.009341286,0.06222716,0.0009768751,0.0008651057,0.0006894267,0.000014311,0.003726286,0.1574424],"genre_scores_gemma":[0.9977126,0.00009105619,0.001465465,0.00001111222,0.00006760094,0.000009002966,5.654161e-7,0.00002185591,0.0006207085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7032604,"threshold_uncertainty_score":0.3514032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009684688043355733,"score_gpt":0.1929809491305759,"score_spread":0.1832962610872202,"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."}}