{"id":"W2999159923","doi":"10.1038/s41529-019-0106-1","title":"zeo19: A thermodynamic database for assessing zeolite stability during the corrosion of nuclear waste immobilization glasses","year":2020,"lang":"en","type":"article","venue":"npj Materials Degradation","topic":"Zeolite Catalysis and Synthesis","field":"Chemistry","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nuclear Energy University Program; Advanced Research Projects Agency - Energy; U.S. Department of Energy; Canada Excellence Research Chairs, Government of Canada; Electric Power Research Institute; Advanced Research Projects Agency; University of California, Los Angeles","keywords":"Zeolite; Corrosion; Clinoptilolite; Dissolution; Radioactive waste; Analcime; Mordenite; Precipitation; Chemical stability; Chemistry; Gibbs free energy; Solubility; Thermodynamics; Materials science; Metallurgy; Nuclear chemistry; Physical chemistry; Catalysis; Organic chemistry; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0003586581,0.0001698212,0.0002940274,0.00002688014,0.0001974074,0.0001686419,0.0002271031,0.00008775674,0.0008259937],"category_scores_gemma":[0.0004512964,0.0001276487,0.0000925363,0.0001315739,0.00006214841,0.000430537,0.0000901337,0.00005237745,0.000005289314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006917446,"about_ca_system_score_gemma":0.00003215608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004012939,"about_ca_topic_score_gemma":0.00000589783,"domain_scores_codex":[0.998611,0.00009258556,0.0005390653,0.0003455285,0.0002307085,0.0001811604],"domain_scores_gemma":[0.9987919,0.0001695115,0.0004024697,0.000441141,0.0001423642,0.00005256448],"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":[0.0001680496,0.00004487869,0.0004246382,0.0008160641,0.00001422412,2.93266e-7,0.0003543104,0.00002353706,0.997279,0.0002400008,0.00001524139,0.0006197945],"study_design_scores_gemma":[0.0003343348,0.00001194778,0.001170989,0.00009419495,0.00008054604,0.000001308138,0.00100256,0.008686961,0.9882373,0.0000496383,0.0001918228,0.0001384096],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966697,0.00004213912,0.001917763,0.0002102942,0.00009106398,0.0002460444,0.0006139037,0.00007005675,0.0001391097],"genre_scores_gemma":[0.9982271,0.00003270552,0.0004693143,0.00004768961,0.0001530808,0.00003666198,0.0009729073,0.00003997086,0.0000205408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00904168,"threshold_uncertainty_score":0.9044052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0272378350578375,"score_gpt":0.2453702198178987,"score_spread":0.2181323847600612,"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."}}