{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005999262,0.0008290341,0.000373479,0.002460998,0.001146921,0.006050237,0.001044227,0.001220226,0.2112749],"category_scores_gemma":[0.002264018,0.0002367919,0.0004121947,0.003781013,0.0007744148,0.003231914,0.002409886,0.001130362,0.1311586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001390953,"about_ca_system_score_gemma":0.002100997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003368082,"about_ca_topic_score_gemma":0.003246723,"domain_scores_codex":[0.9991016,0.0001127067,0.00006067855,0.0001484465,0.0005136177,0.00006302684],"domain_scores_gemma":[0.9987057,0.0001925331,0.00006009731,0.0002841929,0.0005950162,0.0001623501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002271187,0.00004364626,0.0006804066,0.0003651151,0.000007686278,0.0001600187,0.0002274417,0.001386126,0.001357957,0.1334129,0.4223784,0.4399576],"study_design_scores_gemma":[9.925449e-7,0.000002901166,0.0001792992,0.00005336698,0.000001185464,0.00008326958,0.00004574386,0.0003331809,0.0003268024,0.006014306,0.992956,0.000002990562],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001447521,0.004297443,0.03266043,0.004647173,0.001732007,0.0001066971,0.003751194,0.003469792,0.9478878],"genre_scores_gemma":[0.02232926,0.009873352,0.02278364,0.00130773,0.0008498055,0.0001077916,0.006707361,0.001395171,0.934646],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2112749,"threshold_uncertainty_score":0.7067848,"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."}}