{"id":"W4408430282","doi":"10.5194/egusphere-egu25-14864","title":"Hydrophobic Interaction Effects on the Transport of a Model Nanoplastic in 2D and 3D Porous Media","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Porous medium; Porosity; Materials science; Computer science; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001541611,0.0002687123,0.0002082443,0.0002213609,0.0003008116,0.0004715576,0.0002042664,0.0003112454,0.0005267077],"category_scores_gemma":[0.0004143074,0.000144057,0.0003318992,0.0001933178,0.0003729211,0.0003023375,0.0002838114,0.0002693972,0.00006511567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007339494,"about_ca_system_score_gemma":0.0003688663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01225096,"about_ca_topic_score_gemma":0.005534154,"domain_scores_codex":[0.9998932,0.00001313284,0.000006891134,0.00002170652,0.00002823344,0.00003680274],"domain_scores_gemma":[0.9997608,0.0001642174,0.00002905776,0.00001009662,0.00001691889,0.00001885037],"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":[0.0003583227,0.00007991152,0.003552021,0.0001941516,0.00003784926,0.0005035371,0.0001958838,0.1588434,0.8283486,0.002971834,0.0001084478,0.004806116],"study_design_scores_gemma":[0.00004830269,0.0002207706,0.00451366,0.00001146331,0.00003174844,0.000123006,0.0001271541,0.5934628,0.3998273,0.0009086693,0.0006737331,0.00005146366],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961231,0.0001378942,0.002819577,0.00003665412,0.000005554417,0.000006592173,0.0001100148,0.00002628641,0.000734216],"genre_scores_gemma":[0.9969105,0.0002979152,0.002272777,0.00001041042,0.000002416839,0.00001063051,0.00009680002,0.000006940569,0.0003917185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01225096,"threshold_uncertainty_score":0.02435929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.025366112984475,"score_gpt":0.2590467980165453,"score_spread":0.2336806850320703,"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."}}