{"id":"W4413051864","doi":"10.1128/msphere.00313-25","title":"Effect of temperature on microbial communities in bentonite for use in engineered barrier systems","year":2025,"lang":"en","type":"article","venue":"mSphere","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nuclear Waste Management Organization; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bentonite; Microorganism; Thermophile; Heterotroph; Microbial population biology; Sulfate; Sulfate-reducing bacteria; Chemistry; Bacteria; Environmental chemistry; Food science; Microbiology; Biology","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":[0.0001186382,0.0001324121,0.0002354989,0.0001089717,0.00001555618,0.00003286251,0.00009950069,0.0001561138,0.000008374542],"category_scores_gemma":[0.00002576435,0.0001177189,0.00004309948,0.0002358479,0.00001182619,0.00005881675,0.00001004789,0.0002401459,0.000001563849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006003713,"about_ca_system_score_gemma":0.00001030805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002936333,"about_ca_topic_score_gemma":0.0006467148,"domain_scores_codex":[0.999494,0.00005803642,0.0001782011,0.00006718145,0.00004147173,0.0001611507],"domain_scores_gemma":[0.9994526,0.0003257039,0.00000998307,0.0001756535,0.00001939179,0.00001669059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007363728,0.00007487893,0.0188623,0.00433308,0.0001701123,0.00001611971,0.001705888,0.8510742,0.1083678,0.000562976,0.009143625,0.004952692],"study_design_scores_gemma":[0.01823185,0.001011212,0.01668363,0.01080837,0.0001235997,0.000007509736,0.002089035,0.4909214,0.4226631,0.00003935342,0.03596339,0.001457476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974409,0.0008690641,0.00001591661,0.000005782435,0.0005399648,0.0003439535,0.00006761483,0.00006164479,0.0006551342],"genre_scores_gemma":[0.9993647,0.000022889,0.0000426022,0.00001492855,0.00002268726,0.00006576185,0.00004505822,0.00001866118,0.0004027499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3601527,"threshold_uncertainty_score":0.4800439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005824614287385348,"score_gpt":0.2060299071452689,"score_spread":0.2002052928578835,"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."}}