{"id":"W1775234571","doi":"","title":"DIGITIZATION INITIATIVES: A RECONNAISSANCE OF THE GLOBAL LANDSCAPE","year":2008,"lang":"en","type":"article","venue":"Purdue e-Pubs (Purdue University System)","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Digitization; Geography; Remote sensing; Computer science; Telecommunications","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":[0.00009824372,0.0001587081,0.0002259133,0.00006708418,0.000225687,0.00001316231,0.0004201996,0.000104967,0.0000149201],"category_scores_gemma":[0.00003971524,0.0001561768,0.000105487,0.000631358,0.0001138112,0.0003040557,0.00007767628,0.0001225973,0.00004542235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002974835,"about_ca_system_score_gemma":0.00007645439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008499507,"about_ca_topic_score_gemma":0.00006198775,"domain_scores_codex":[0.9990712,0.00006043096,0.0002283319,0.0002073559,0.0002149876,0.0002176248],"domain_scores_gemma":[0.9991416,0.00005835016,0.0001082711,0.0004368419,0.0001732574,0.00008166941],"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":[0.0001537407,0.0003315669,0.2347755,0.002768035,0.0007051473,0.0001041416,0.009576144,0.5783752,0.00106918,0.1561712,0.01427287,0.001697259],"study_design_scores_gemma":[0.005742749,0.0001924478,0.3157253,0.002623981,0.0004451532,0.0006089153,0.01062432,0.5855548,0.006133806,0.00108148,0.06872406,0.002542991],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6813131,0.0003645686,0.140657,0.0001966336,0.0008142206,0.001041529,0.0005196614,0.0009222548,0.174171],"genre_scores_gemma":[0.9988369,0.00005281358,0.0007995932,0.00001064422,0.00006358003,0.000004624133,0.00002716474,0.00001741591,0.0001872067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3175238,"threshold_uncertainty_score":0.6368707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0089555858213125,"score_gpt":0.1597492671395858,"score_spread":0.1507936813182733,"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."}}