{"id":"W1840999097","doi":"10.5623/cig2015-306","title":"Contextual Douglas-Peucker SIMPLIFICATION","year":2015,"lang":"en","type":"article","venue":"GEOMATICA","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Representation (politics); Computer science; Scale (ratio); Artificial intelligence; Algorithm; Geography; Cartography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002220864,0.0006083229,0.001016041,0.002274152,0.00323844,0.003408808,0.001925614,0.001378415,0.04287494],"category_scores_gemma":[0.01610778,0.0005177174,0.001249543,0.003615067,0.003032148,0.007145035,0.004062176,0.002661868,0.003869268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002238763,"about_ca_system_score_gemma":0.001543719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008519532,"about_ca_topic_score_gemma":0.008491549,"domain_scores_codex":[0.997484,0.0009047316,0.0001875158,0.0005470151,0.000536463,0.000340168],"domain_scores_gemma":[0.9970018,0.00102738,0.0001046433,0.001112122,0.0006278828,0.0001262075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001292273,0.000007319951,0.00008399367,0.00002258401,0.000004111152,0.00005265361,0.0001571767,0.0007119259,0.00008722058,0.9895083,0.003559018,0.005792831],"study_design_scores_gemma":[0.00001368165,0.000006860416,0.0001802725,0.0000254864,0.00001406132,0.0001156032,0.0002012655,0.004954212,0.0004026613,0.9591302,0.03494393,0.00001181145],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04257215,0.001382589,0.4343462,0.007089053,0.001037551,0.0001448092,0.001616951,0.0007888362,0.5110219],"genre_scores_gemma":[0.8034054,0.001206247,0.1052662,0.001077692,0.0005877297,0.000144644,0.001565722,0.0006878869,0.08605845],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04287494,"threshold_uncertainty_score":0.1434309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08855643296715725,"score_gpt":0.3393504833756819,"score_spread":0.2507940504085246,"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."}}