{"id":"W4389429363","doi":"10.1145/3610537.3622946","title":"Penumbra2.0","year":2023,"lang":"en","type":"article","venue":"","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Terrain; Visualization; Computer science; Scale (ratio); Perception; Remote sensing; Cartography; Artificial intelligence; Geography; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004111265,0.001925351,0.0005585039,0.0008583292,0.000887593,0.003067356,0.002179738,0.0009577359,0.1919762],"category_scores_gemma":[0.001182724,0.0006793435,0.0007556263,0.0006032125,0.0005820681,0.001593157,0.003033063,0.001446254,0.04511736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005241598,"about_ca_system_score_gemma":0.0007063117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006836952,"about_ca_topic_score_gemma":0.01283536,"domain_scores_codex":[0.9995701,0.00005515518,0.00001017763,0.00008257142,0.0001928953,0.00008913348],"domain_scores_gemma":[0.9995134,0.00009607367,0.00001695942,0.0001094289,0.0001089231,0.0001553265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001489494,0.0002898336,0.001612166,0.001051499,0.00005871935,0.0008917482,0.0009992981,0.00269554,0.02113401,0.01676008,0.6552717,0.2977458],"study_design_scores_gemma":[0.0001480848,0.000241004,0.002798402,0.0001846934,0.00003889173,0.0009351185,0.0002249839,0.005322165,0.008168777,0.003057228,0.978757,0.0001237682],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02244882,0.003023077,0.09207216,0.0008766934,0.001237804,0.001006123,0.01920534,0.1069181,0.7532118],"genre_scores_gemma":[0.2058956,0.002489637,0.1003565,0.00142677,0.0003845025,0.001231998,0.03321315,0.02838334,0.6266186],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1919762,"threshold_uncertainty_score":0.6422246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03395936506025798,"score_gpt":0.2917963157977052,"score_spread":0.2578369507374472,"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."}}