{"id":"W3088196339","doi":"10.1007/s00024-020-02589-8","title":"Inspection of a Restricted Access Site Using UAV Perimeter Survey with the ARDUO Direction-Capable Gamma Spectrometer","year":2020,"lang":"en","type":"article","venue":"Pure and Applied Geophysics","topic":"Radiation Detection and Scintillator Technologies","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"Defence Research and Development Canada","keywords":"Aerial survey; Remote sensing; Spectrometer; Sampling (signal processing); Test site; Environmental science; Point (geometry); Grid; Detector; Computer science; Geology; Physics; Optics; Geodesy; Telecommunications; Seismology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00005025895,0.0001399165,0.0001968828,0.00004711774,0.0001857609,0.0001062285,0.0001124398,0.00003814662,0.00003492153],"category_scores_gemma":[0.000003951308,0.00009675552,0.00004424226,0.0007144534,0.00008866123,0.0001298229,0.00005175479,0.0001770779,0.000006364623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009616929,"about_ca_system_score_gemma":0.00001977402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002169521,"about_ca_topic_score_gemma":0.00001498306,"domain_scores_codex":[0.9993173,0.00002748303,0.0001418889,0.0002319522,0.0001361986,0.0001451798],"domain_scores_gemma":[0.9995362,0.00004826182,0.0001520828,0.0001618779,0.00005926895,0.00004234587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001899932,0.0005135369,0.4597868,0.000213457,0.00172439,0.000003386477,0.007522454,0.0130851,0.3807091,0.02513649,0.007546399,0.101859],"study_design_scores_gemma":[0.002438028,0.0005115227,0.7587698,0.00003036444,0.0002811774,0.000003954494,0.001889452,0.02213691,0.203394,0.002870417,0.006556114,0.0011183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956962,0.00001393628,0.002460971,0.0002206238,0.00003512805,0.0002000567,0.00002365796,0.00009433306,0.001255084],"genre_scores_gemma":[0.9995255,0.000004388126,0.0001656754,0.00006865905,0.0001634237,0.00001584168,0.000007315845,0.00001482276,0.00003440294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.298983,"threshold_uncertainty_score":0.3945576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02502880140546732,"score_gpt":0.2366434699699722,"score_spread":0.2116146685645049,"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."}}