{"id":"W4307800242","doi":"10.1016/j.jclepro.2022.134984","title":"Conditioning of simulated cesium radionuclides in NaOH-activated fly ash-based geopolymers","year":2022,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Nuclear materials and radiation effects","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Fly ash; Caesium; Radionuclide; Waste management; Conditioning; Geopolymer; Environmental science; Nuclear chemistry; Materials science; Radiochemistry; Chemistry; Inorganic chemistry; Engineering; Physics; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001332339,0.00009767105,0.0002726418,0.0003283429,0.0001564337,0.00003123336,0.0001377524,0.00003687299,0.001242583],"category_scores_gemma":[0.0001781111,0.00008872129,0.00006904366,0.0002969794,0.00006728564,0.0003600098,0.00002485662,0.0001749802,0.000005814221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001439928,"about_ca_system_score_gemma":0.0001047661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004144113,"about_ca_topic_score_gemma":0.000001851153,"domain_scores_codex":[0.9982617,0.0004162342,0.0006000227,0.0001577948,0.0004088102,0.000155445],"domain_scores_gemma":[0.9987512,0.00006214997,0.0008659532,0.0001301779,0.0001444939,0.00004599864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003381005,0.0001039063,0.0002066936,0.00002993182,0.000007442162,0.00001001463,0.0002136076,0.2907227,0.707663,0.00001256374,0.0004311239,0.0002608904],"study_design_scores_gemma":[0.0009286352,0.0003834626,0.004673442,0.00004366188,0.00002220517,0.00007982076,0.0003861432,0.0007958501,0.9904684,0.0001055069,0.002001889,0.0001110224],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969049,0.00007891886,0.00002883834,0.0005352517,0.002224175,0.0001471657,0.000008226634,0.00001943052,0.0000530659],"genre_scores_gemma":[0.9992948,0.000004837023,0.0003036115,0.00006507297,0.0002449679,0.000002252808,0.00000712241,0.00001911357,0.00005824097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2899269,"threshold_uncertainty_score":0.9996704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007850537853512717,"score_gpt":0.2326680095600609,"score_spread":0.2248174717065482,"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."}}