{"id":"W570643029","doi":"10.1068/b35107","title":"Development of Prototype Urbansim Models","year":2010,"lang":"en","type":"article","venue":"Environment and Planning B Planning and Design","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Transport Canada","funders":"","keywords":"Computer science; Process (computing); Reputation; Operations research; Management science; Data science; Process management; Systems engineering; Engineering; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001668886,0.0007655224,0.0005230473,0.0006845242,0.0005213656,0.001153913,0.003064611,0.0007313539,0.01110039],"category_scores_gemma":[0.004178161,0.0005194898,0.0007935106,0.000699066,0.0004694832,0.001249489,0.001591371,0.0009496531,0.001896186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001273683,"about_ca_system_score_gemma":0.001547194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007082103,"about_ca_topic_score_gemma":0.007016077,"domain_scores_codex":[0.9991553,0.0002401937,0.00005580186,0.00009598788,0.0003392602,0.0001135868],"domain_scores_gemma":[0.9983264,0.0005309689,0.00007747858,0.0002903834,0.0006542679,0.0001205254],"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":[0.000570821,0.0005078854,0.007588102,0.0005560677,0.00009683995,0.0006666878,0.0007929945,0.8384231,0.01217679,0.03096456,0.02448306,0.08317307],"study_design_scores_gemma":[0.0001141023,0.0001715882,0.0009005684,0.00004492718,0.00002305063,0.00007865822,0.0002331914,0.9489678,0.01470781,0.002987083,0.03172817,0.00004305366],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2993242,0.0002106711,0.6102712,0.0007009251,0.0003793298,0.002153059,0.006794853,0.02269599,0.05746986],"genre_scores_gemma":[0.518549,0.0002129791,0.4595063,0.000104679,0.00002162003,0.001616286,0.007576381,0.002112302,0.01030042],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01110039,"threshold_uncertainty_score":0.03713447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04832601091166625,"score_gpt":0.2645575656151677,"score_spread":0.2162315547035015,"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."}}