{"id":"W7163160369","doi":"10.30836/igs.2522-9753.2025.338812","title":"REVIEW OF INTERNATIONAL EXPERIENCE IN GROUNDWATER MONITORING AT NUCLEAR LEGACY SITES","year":2025,"lang":"","type":"article","venue":"Collection of Scientific Works of the Institute of Geological Sciences of the NAS of Ukraine","topic":"Environmental and Industrial Safety","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Harmonization; Radiation monitoring; Best practice; Quality assurance; Environmental monitoring; Radioactive contamination; Radioactive waste; Nuclear weapon; Nuclear decommissioning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003234616,0.0007279945,0.001545057,0.009271455,0.0003525571,0.001694415,0.001214237,0.0009157188,0.002784267],"category_scores_gemma":[0.007373528,0.0004207169,0.0009520979,0.0188664,0.0008260112,0.002151442,0.001003309,0.0007329213,0.0006331912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001545136,"about_ca_system_score_gemma":0.004252727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005766796,"about_ca_topic_score_gemma":0.008975015,"domain_scores_codex":[0.9978386,0.0005881396,0.0007241081,0.0003030014,0.000459116,0.00008713407],"domain_scores_gemma":[0.9928705,0.003887424,0.001114687,0.0001715915,0.001757422,0.0001984223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001155696,0.00004994362,0.002462064,0.1303749,0.0004013969,0.0005721325,0.001321171,0.0008320156,0.001091666,0.002623536,0.02569723,0.8344585],"study_design_scores_gemma":[0.00001419001,0.0001598222,0.01343953,0.07408223,0.001158357,0.003077766,0.001947313,0.0001339211,0.0008363819,0.0009772547,0.9041117,0.00006149039],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006254814,0.9972385,0.0002776748,0.0003609597,0.0001607198,0.000009505714,0.0001251952,0.000007289459,0.001194559],"genre_scores_gemma":[0.003202116,0.9958604,0.0003844621,0.0002023339,0.00007678872,0.00000910628,0.0001184191,0.000004044018,0.0001423473],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009271455,"threshold_uncertainty_score":0.01710647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03917525478519154,"score_gpt":0.2806279227716705,"score_spread":0.241452667986479,"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."}}