{"id":"W2226959056","doi":"10.5623/cig2011-047","title":"International Federation Of Surveyors Commission 4 Newsletter","year":2011,"lang":"en","type":"article","venue":"GEOMATICA","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Kuala lumpur; Commission; Cadastre; Geography; Political science; East Asia; Public administration; Library science; China; Law; Business; Archaeology; Cartography; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008185331,0.00005805954,0.00006993121,0.00004056895,0.0000257978,0.000008826367,0.0001239074,0.00003673228,0.0004756378],"category_scores_gemma":[0.00001801813,0.00005710698,0.00002318481,0.00004984531,0.00001588116,0.00006198357,0.00001959825,0.00004750901,0.00008599917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001413236,"about_ca_system_score_gemma":0.000003978763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005752445,"about_ca_topic_score_gemma":0.00001070552,"domain_scores_codex":[0.9995636,0.000009659101,0.0001932772,0.00005993939,0.00009919515,0.00007432374],"domain_scores_gemma":[0.9997203,0.00002215361,0.00002617874,0.0001605414,0.00004326427,0.00002757094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001038658,0.001359621,0.04823313,0.0009896415,0.0009984915,0.00001264279,0.02614792,0.1870695,0.2570949,0.05817777,0.2064974,0.2133151],"study_design_scores_gemma":[0.0003822276,0.00003613683,0.0418232,0.00006710882,0.00002580684,0.000005513471,0.00007241469,0.8938073,0.04442754,0.006944969,0.01209351,0.0003142761],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1726317,0.00001462666,0.6912154,0.0002290326,0.0003692172,0.0001698591,0.00001320862,0.0002507873,0.1351062],"genre_scores_gemma":[0.96241,0.000005200976,0.03740443,0.00002472844,0.00003733016,0.00001819396,0.00002133689,0.0000121243,0.00006661805],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7897784,"threshold_uncertainty_score":0.5207901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02903500307614556,"score_gpt":0.2046517635367815,"score_spread":0.1756167604606359,"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."}}