{"id":"W2920786078","doi":"10.1007/s11242-019-01256-4","title":"Opportunities for Particles and Particle Suspensions to Experience Enhanced Transport in Porous Media: A Review","year":2019,"lang":"en","type":"review","venue":"Transport in Porous Media","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Porous medium; Particle (ecology); Colloidal particle; Materials science; Hydrogeology; Porosity; Geotechnical engineering; Mechanics; Colloid; Chemical engineering; Geology; Physics; Composite material; Engineering","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":[0.00059268,0.001025806,0.001610282,0.002661214,0.0002458582,0.001305685,0.0006000375,0.001164458,0.001775764],"category_scores_gemma":[0.0006662437,0.0004138324,0.0005810792,0.002679153,0.0004375125,0.001484144,0.0007868123,0.0008930762,0.0006605476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004236385,"about_ca_system_score_gemma":0.001306101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00129251,"about_ca_topic_score_gemma":0.002019908,"domain_scores_codex":[0.9998336,0.00001940353,0.00002710668,0.00004510825,0.00005487294,0.0000200027],"domain_scores_gemma":[0.9996753,0.0001710971,0.00005998042,0.000007307717,0.00006747762,0.00001889837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000118431,0.0001289087,0.0002999516,0.07772014,0.0002284699,0.0002819069,0.0001199683,0.0009002985,0.006983032,0.004248242,0.01304516,0.8959254],"study_design_scores_gemma":[0.00003978981,0.0002663225,0.001530113,0.009479186,0.0006602614,0.001223303,0.0002114898,0.0003358427,0.0037165,0.00260316,0.9798545,0.00007958688],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001811261,0.9992192,0.0001265731,0.00007875766,0.000074209,0.000003388173,0.00001611511,0.000004060061,0.000296701],"genre_scores_gemma":[0.000645991,0.9988946,0.000151497,0.00005255748,0.00005594672,0.000003595706,0.00001261213,6.935682e-7,0.000182541],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002661214,"threshold_uncertainty_score":0.005940557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045242077559839,"score_gpt":0.3131819914733207,"score_spread":0.2086577837173367,"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."}}