{"id":"W2156845725","doi":"10.5555/2431518.2431635","title":"Architecture for integrated modeling, simulation and visualization of environmental systems using GIS and cell-devs","year":2011,"lang":"en","type":"article","venue":"Winter Simulation Conference","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Visualization; Workflow; Geographic information system; Distributed GIS; Flexibility (engineering); Frame (networking); Information system; Architecture; Data visualization; DEVS; Data science; Systems engineering; AM/FM/GIS; Database; GIS applications; Modeling and simulation; Data mining; Engineering; Simulation; Geography; Remote sensing","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":[0.0001561102,0.000135543,0.0001751282,0.00009646922,0.00007464604,0.00009898876,0.0001545723,0.00007544552,0.000004503197],"category_scores_gemma":[0.00001962106,0.000125998,0.00002722905,0.00008483763,0.00003467595,0.0002473129,0.00007349682,0.00004769488,6.046608e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001920021,"about_ca_system_score_gemma":0.0000227052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005651828,"about_ca_topic_score_gemma":0.000001786479,"domain_scores_codex":[0.9990562,0.00007284473,0.0003319445,0.000289412,0.0001248455,0.0001247941],"domain_scores_gemma":[0.9993834,0.00009580002,0.0001899272,0.000173543,0.0001064631,0.00005086032],"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":[0.00002189262,0.00002724278,0.001395889,0.00006822578,0.00001070988,2.437104e-7,0.003353456,0.9906757,0.0008918841,0.001638734,0.00000122085,0.001914768],"study_design_scores_gemma":[0.0003684154,0.00008570215,0.0004183176,0.00009605738,0.00001126534,0.000002486724,0.0001200545,0.9981393,0.0001288607,0.0004141758,0.00008255602,0.0001328232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2681393,0.00005944213,0.7313192,0.000002877517,0.0001113057,0.0002485383,0.00001899968,0.00003687978,0.00006347212],"genre_scores_gemma":[0.9932337,0.000001632954,0.00666677,0.00001015499,0.0000228779,0.000003740639,0.0000286038,0.000008348617,0.00002413454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7250944,"threshold_uncertainty_score":0.513805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06399259998321691,"score_gpt":0.2822238616303484,"score_spread":0.2182312616471315,"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."}}