{"id":"W2153460674","doi":"10.1109/geows.2009.10","title":"Informed Virtual Geographic Environments: An Accurate Topological Approach","year":2009,"lang":"en","type":"article","venue":"","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Merge (version control); Computer science; Grid; Representation (politics); Geographic information system; Visualization; Data mining; Geospatial analysis; External Data Representation; Geovisualization; Virtual reality; Data visualization; Theoretical computer science; Data modeling; Spatial analysis; Information visualization; Information retrieval; Human–computer interaction; Artificial intelligence; Database; Geography; Cartography","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":[0.0006749684,0.0001319583,0.0001723474,0.0001559422,0.0008399044,0.0001170984,0.0003127882,0.000141508,0.0002540801],"category_scores_gemma":[0.0001343753,0.0001025199,0.0000820764,0.000370502,0.0004172215,0.001032269,0.00003664856,0.0001095314,0.000125751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003943697,"about_ca_system_score_gemma":0.00004649087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004894284,"about_ca_topic_score_gemma":0.0003698152,"domain_scores_codex":[0.9984486,0.0001031529,0.000338,0.0001714504,0.0005125612,0.0004262612],"domain_scores_gemma":[0.9994256,0.00006896189,0.0001110156,0.0001973145,0.00003573995,0.0001613511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002035225,0.0002206321,0.01808127,0.000004115362,0.0000421968,0.000001498391,0.03489624,0.00007023461,0.00001604494,0.9364282,0.0009809559,0.009238265],"study_design_scores_gemma":[0.001083191,0.0007953775,0.3908488,0.00001162096,0.00002770922,0.000006349042,0.2652353,0.0002244314,0.00001949734,0.009285903,0.3316561,0.0008056104],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2698243,0.00004929348,0.003069808,0.001135475,0.0002055155,0.0005073624,0.000003082023,0.0002847451,0.7249205],"genre_scores_gemma":[0.9951378,0.0001772241,0.0006994279,0.00159236,0.0001108785,0.00002378069,0.00001301711,0.000002611594,0.002242933],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9271423,"threshold_uncertainty_score":0.645995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03622893105004259,"score_gpt":0.3113685235953065,"score_spread":0.2751395925452639,"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."}}