{"id":"W4403657727","doi":"10.3997/2214-4609.202420193","title":"Advanced Seismic Imaging Solutions for Nuclear Waste Repository Site Evaluation and Characterization","year":2024,"lang":"en","type":"article","venue":"","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radioactive waste; Characterization (materials science); Waste management; Environmental science; Computer science; Engineering; Materials science; Nanotechnology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009921005,0.00005455527,0.00004856791,0.0000302511,0.0001048703,0.00006692299,0.00002082991,0.00001594055,0.000008425301],"category_scores_gemma":[0.000006731887,0.00005397246,0.0000233888,0.00007955889,0.00001006881,0.0001633263,0.00001120694,0.00003759409,0.00001262667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002435372,"about_ca_system_score_gemma":0.000004470376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000175344,"about_ca_topic_score_gemma":1.91678e-7,"domain_scores_codex":[0.999637,0.00000952447,0.00008795498,0.0001173677,0.00004878905,0.00009935035],"domain_scores_gemma":[0.9998235,0.00003340457,0.000007289617,0.00007843065,0.00003135546,0.00002609601],"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":[7.750803e-7,0.000003684566,0.000002705054,0.00004912748,0.000006388963,8.756205e-8,0.00009211005,0.002449063,0.8262045,0.00456685,0.00009562496,0.1665291],"study_design_scores_gemma":[0.00006565174,0.000004857975,0.001040792,0.00002207249,0.00002808575,0.000002248702,0.00003885311,0.9859165,0.002199386,0.001387916,0.009225147,0.0000684727],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5457861,0.0002289525,0.4507179,0.000462097,0.0002792053,0.000414387,0.00001873374,0.0004974628,0.001595137],"genre_scores_gemma":[0.9923477,0.00001966845,0.007166777,0.00003144606,0.000110373,0.00009719258,0.00004556638,0.00002207753,0.0001592187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9834675,"threshold_uncertainty_score":0.2200933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01149880067146808,"score_gpt":0.2599030985885699,"score_spread":0.2484042979171018,"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."}}