{"id":"W7065822499","doi":"","title":"Foam as a Vehicle for Nanoparticle Delivery in Unsaturated Porous Media","year":2019,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Environmental remediation; Porous medium; Human decontamination; Gasoline; Groundwater remediation; Nanoparticle; Contamination; Vadose zone","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":[0.000219971,0.000160975,0.0003119576,0.0002710472,0.0001214584,0.00007160141,0.000690971,0.0001725577,0.00002750225],"category_scores_gemma":[0.00004245204,0.0001843988,0.00008462285,0.0002917399,0.00002496359,0.0008518989,0.00008739963,0.0001356778,0.00008331182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006378411,"about_ca_system_score_gemma":0.0001907692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002952446,"about_ca_topic_score_gemma":0.002640304,"domain_scores_codex":[0.9989967,0.00002624986,0.0002146429,0.0002612859,0.0002436248,0.000257436],"domain_scores_gemma":[0.998885,0.0000897718,0.0003886242,0.0002951233,0.0002804153,0.00006105527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00021106,0.0002024408,0.0002299613,0.002089741,0.00007902119,0.00002686704,0.9448754,0.0005669552,0.005860285,0.009431435,0.002242435,0.03418442],"study_design_scores_gemma":[0.003789557,0.0003462151,0.002357713,0.001199121,0.00008319013,0.000009530492,0.2015266,0.7582136,0.02471752,0.006048413,0.0006402697,0.001068315],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970614,0.00006757058,0.001241337,0.0002275169,0.000374348,0.0003057235,0.000004899983,0.0001070662,0.000610113],"genre_scores_gemma":[0.8770593,0.00003681463,0.02471443,0.00008875332,0.00002616916,0.000001139287,0.0001784777,0.0000223514,0.09787253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7576466,"threshold_uncertainty_score":0.7519563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01105796844900305,"score_gpt":0.20520270896212,"score_spread":0.1941447405131169,"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."}}