{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001107513,0.0006607433,0.001046124,0.001528932,0.0003192636,0.0004564021,0.001472143,0.0002591081,0.0001939671],"category_scores_gemma":[0.0007403644,0.0006580123,0.0002992157,0.003843393,0.0009495088,0.001192897,0.0003829364,0.0006706294,0.00006859683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002068886,"about_ca_system_score_gemma":0.001594472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004917607,"about_ca_topic_score_gemma":0.000009708659,"domain_scores_codex":[0.9954973,0.0003032638,0.001492886,0.0007474731,0.001159491,0.0007995248],"domain_scores_gemma":[0.9951342,0.002529607,0.0004013653,0.0009007337,0.0006905515,0.0003435058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007416728,0.0003567638,0.003875383,0.0004968486,0.0005776446,0.00002213543,0.0005187187,0.9528329,0.004783683,0.002257565,0.01367836,0.01985835],"study_design_scores_gemma":[0.007248748,0.002860636,0.02893951,0.00317565,0.001009001,0.00008474097,0.0008450738,0.6717974,0.07613453,0.2034471,0.001627721,0.002829898],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02245709,0.003898222,0.9403309,0.0001685491,0.0004981191,0.001233159,0.0002153954,0.0001054924,0.03109314],"genre_scores_gemma":[0.9867361,0.0001276909,0.01161103,0.00005311352,0.00008483671,0.0000446124,0.00004352809,0.00005063462,0.001248494],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.964279,"threshold_uncertainty_score":0.9995871,"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."}}