{"id":"W4251681398","doi":"10.1002/9780470057339.vnn121","title":"Geomatics Engineering","year":2012,"lang":"en","type":"other","venue":"Encyclopedia of Environmetrics","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Geomatics; Geospatial analysis; Geography; Geographic information system; Variety (cybernetics); Data science; Frame (networking); Engineering; Computer science; Cartography; Remote sensing; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001444388,0.0001912925,0.0003384512,0.0004814889,0.00001521831,0.000005367774,0.0002315232,0.0002688013,0.02662524],"category_scores_gemma":[0.000173971,0.0001555653,0.0001135137,0.0004204263,0.00003406811,0.00002559742,0.00001703971,0.0001774286,0.001285233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002031247,"about_ca_system_score_gemma":0.000007056097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005710143,"about_ca_topic_score_gemma":0.00006845032,"domain_scores_codex":[0.9990213,0.00001941858,0.0002317679,0.0001821024,0.0002778475,0.000267565],"domain_scores_gemma":[0.9993085,0.000120532,0.000179734,0.0002613979,0.000003879645,0.0001259016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002863859,0.0001145428,0.5168057,0.0003307404,0.0002257092,0.00001494093,0.0000700748,0.06064322,8.575801e-7,0.00006145158,0.1995512,0.2221787],"study_design_scores_gemma":[0.00004679374,0.00002211383,0.02750357,0.00002157415,0.00009347937,0.000001025458,0.000004626529,0.005545048,6.38014e-7,0.00002013741,0.9665273,0.0002136955],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005227184,0.01310833,0.00445879,0.0000173626,0.0005311252,0.00008126136,0.0001578646,0.00008484934,0.9810377],"genre_scores_gemma":[0.04150664,0.02580092,0.04697607,0.00004598088,0.001536136,0.00000141196,0.0005674095,0.0001310516,0.8834344],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7669761,"threshold_uncertainty_score":0.9994924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009329226927350378,"score_gpt":0.1744876615182135,"score_spread":0.1651584345908631,"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."}}