{"id":"W7110475261","doi":"","title":"Design Science 2025 | Geometry of Uncertainty, Presentation: Andrew Witt","year":2025,"lang":"","type":"article","venue":"Digital Commons - RISD (Rhode Island School of Design)","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architecture; Scalability; Work (physics); Calculus (dental); Algebra over a field","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001878087,0.000703134,0.0004118095,0.0007185469,0.002299869,0.005899198,0.0004489959,0.0019154,0.02719739],"category_scores_gemma":[0.00694035,0.000360898,0.0003864618,0.0006769094,0.004702508,0.00388493,0.002018889,0.004069786,0.005447539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004288916,"about_ca_system_score_gemma":0.001583497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002012884,"about_ca_topic_score_gemma":0.002900819,"domain_scores_codex":[0.9990133,0.0003306969,0.00004077489,0.0002118926,0.000350765,0.00005267995],"domain_scores_gemma":[0.9987299,0.0007071492,0.00006049081,0.0001041949,0.0002410537,0.0001572179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002702009,0.00001029129,0.0001296101,0.00009838912,0.00001226691,0.00006684423,0.0004595128,0.0009051381,0.0003201934,0.5082905,0.4541624,0.03551793],"study_design_scores_gemma":[0.000005830321,0.00001170548,0.00008687878,0.0001087427,0.00000329291,0.0001182951,0.0001501609,0.0006509322,0.0001429793,0.1934198,0.8052934,0.00000807071],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004420314,0.07920901,0.05647015,0.3493646,0.0301117,0.00007891424,0.0006267001,0.000437319,0.4792814],"genre_scores_gemma":[0.2971016,0.05963342,0.02765797,0.03209731,0.0392213,0.0002805359,0.0006357106,0.0007810832,0.5425911],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02719739,"threshold_uncertainty_score":0.09098434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02185769329908167,"score_gpt":0.2679767641872649,"score_spread":0.2461190708881832,"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."}}