{"id":"W7099848378","doi":"","title":"ORAL PRESENTATION 354 A GRAPH THEORY APPROACH TO ROAD NETWORK GENERALIZATION Abstract","year":2014,"lang":"en","type":"article","venue":"","topic":"Religion, Theology, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graph theory; Cartographic generalization; Generalization; Graph; Relevance (law); Set (abstract data type); Shortest path problem; Context (archaeology); Geographic information system; Thematic map","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004936673,0.0001052662,0.0001072075,0.00007985593,0.0002588117,0.0001396917,0.0001045523,0.00004613299,0.0007447969],"category_scores_gemma":[0.00002814488,0.00008337296,0.00004835799,0.00005402751,0.00007308969,0.0001795755,0.000013894,0.0000498428,0.0001533263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001281052,"about_ca_system_score_gemma":0.00001398068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009450597,"about_ca_topic_score_gemma":0.000286783,"domain_scores_codex":[0.9992035,0.0001176689,0.0001872237,0.0001883695,0.0001025682,0.0002006688],"domain_scores_gemma":[0.9995809,0.00004036621,0.00006099285,0.00017158,0.00008373696,0.00006245093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002271636,0.00006014951,0.0003070019,0.00001016408,0.00001603379,2.742845e-8,0.02424819,0.003391451,0.00001145528,0.8682289,0.1001979,0.003506019],"study_design_scores_gemma":[0.0005873477,0.0001938431,0.03131579,0.00002442509,0.00008532751,0.000003864558,0.01709154,0.005950615,0.000110321,0.7285166,0.2154987,0.0006217092],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3224508,0.0001370924,0.05945604,0.0004983082,0.001930872,0.000403715,0.00000206966,0.0001885885,0.6149325],"genre_scores_gemma":[0.9825445,0.00002346007,0.000902621,0.001153161,0.002133037,0.00004774676,0.0001297688,0.00001596872,0.01304978],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6600936,"threshold_uncertainty_score":0.8155004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03418735800667654,"score_gpt":0.2607809098528613,"score_spread":0.2265935518461847,"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."}}