{"id":"W1979662353","doi":"10.1260/147807709789621293","title":"Interactive Hemostasis Modeling in Urban Network Design","year":2009,"lang":"en","type":"article","venue":"International Journal of Architectural Computing","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Situated; Pedestrian; Computer science; Software; Cybernetics; Architectural engineering; Engineering; Transport engineering; Artificial intelligence","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":[0.0003224757,0.000134568,0.0002323773,0.0003266328,0.00002925355,0.00006990948,0.0003670362,0.00003323279,0.00001401742],"category_scores_gemma":[0.00005921009,0.0001188092,0.0001456044,0.0001998092,0.000009720035,0.0001508634,0.00002573388,0.0004000531,0.000002767423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000157982,"about_ca_system_score_gemma":0.00001863669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001500978,"about_ca_topic_score_gemma":0.000007915354,"domain_scores_codex":[0.9987867,0.00006778862,0.0005410557,0.0000909278,0.0003076777,0.0002057858],"domain_scores_gemma":[0.99944,0.0001577184,0.0001249949,0.0000567831,0.0001584359,0.00006204063],"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":[0.00007402654,0.000012305,0.0003265328,0.000001216986,0.0001031711,0.00007608269,0.0008064302,0.8928372,0.0006072032,0.00002186746,0.0001751053,0.1049589],"study_design_scores_gemma":[0.0003280527,0.00007564771,0.0007442517,0.0001510852,0.00001334636,0.000151525,0.00003613007,0.9959121,0.0004384129,0.001990579,0.00003700885,0.0001219137],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.377487,0.0002531339,0.621299,0.0002857423,0.0004102636,0.00003473155,4.690222e-7,0.0000292152,0.0002004827],"genre_scores_gemma":[0.9692361,0.00001196478,0.02984222,0.0001490567,0.0007429598,1.646221e-7,0.000001369617,0.00001048739,0.000005611675],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5917491,"threshold_uncertainty_score":0.48449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0209474756777927,"score_gpt":0.2438070320766192,"score_spread":0.2228595563988265,"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."}}