{"id":"W3196449407","doi":"10.1007/s11538-021-00938-9","title":"Multiscale Modeling of Uranium Bioreduction in Porous Media by One-Dimensional Biofilms","year":2021,"lang":"en","type":"article","venue":"Bulletin of Mathematical Biology","topic":"Radioactive element chemistry and processing","field":"Chemistry","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; University of Guelph","keywords":"Mesoscopic physics; Biofilm; Porous medium; Uranium; Porosity; Thermodynamics; Mesoscale meteorology; Materials science; Chemistry; Bacteria; Physics; Geology; Metallurgy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003376303,0.0005718657,0.0007669495,0.0004530844,0.0004377438,0.001080914,0.001119198,0.001456902,0.0006615773],"category_scores_gemma":[0.0007919359,0.0003891877,0.00107433,0.0003026899,0.0009852904,0.0007979422,0.0009228508,0.000694884,0.0001153651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187378,"about_ca_system_score_gemma":0.001014296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01059769,"about_ca_topic_score_gemma":0.003740396,"domain_scores_codex":[0.9998192,0.00004553867,0.00001261546,0.00004058552,0.00004379544,0.00003836316],"domain_scores_gemma":[0.9996531,0.0001586812,0.00008490742,0.00002154678,0.00004558562,0.00003611399],"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":[0.00001361444,0.00003505742,0.0007892927,0.00004432078,0.00002878225,0.00009574147,0.0000421908,0.9710065,0.008762926,0.01803995,0.0001313969,0.00101032],"study_design_scores_gemma":[0.000004026193,0.00001005457,0.000197446,0.00000272694,0.000005426935,0.0000099917,0.000007937216,0.9975826,0.0002511205,0.001792986,0.0001306731,0.000005044836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4085819,0.001326971,0.5729228,0.00150006,0.0001399132,0.0001080608,0.0004368945,0.0002645462,0.01471874],"genre_scores_gemma":[0.9668725,0.0008706665,0.0281753,0.0001439791,0.00005952059,0.0002102419,0.0001361928,0.00004609583,0.003485579],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01059769,"threshold_uncertainty_score":0.02107203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02033922067456907,"score_gpt":0.2525453385307985,"score_spread":0.2322061178562294,"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."}}