{"id":"W2047335062","doi":"10.1002/rem.20079","title":"Nanotechnology and groundwater remediation: A step forward in technology understanding","year":2006,"lang":"en","type":"article","venue":"Remediation Journal","topic":"Environmental remediation with nanomaterials","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental remediation; Groundwater; Contaminated groundwater; Groundwater remediation; Environmental science; Zerovalent iron; Hydrogeology; Nanotechnology; Biochemical engineering; Engineering; Contamination; Materials science; Chemistry; Ecology; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001061856,0.0004323651,0.0007136488,0.001049328,0.0003662881,0.002211452,0.0004803316,0.001814208,0.003681486],"category_scores_gemma":[0.0008122157,0.0001567287,0.000365096,0.0005908358,0.001486462,0.005230866,0.00075965,0.001249702,0.0003641939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001369885,"about_ca_system_score_gemma":0.001923903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002011505,"about_ca_topic_score_gemma":0.002092501,"domain_scores_codex":[0.9996446,0.00009356544,0.00003759325,0.00006271564,0.0001286633,0.00003283707],"domain_scores_gemma":[0.9994366,0.0003215095,0.0000897649,0.00003271678,0.0001019217,0.00001760077],"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":[0.0002307673,0.0004569114,0.006908549,0.004613172,0.00008212197,0.001173252,0.001084837,0.01852392,0.1877956,0.2121138,0.007287441,0.5597297],"study_design_scores_gemma":[0.00003604596,0.0007529553,0.01531305,0.001325399,0.00008133631,0.003014718,0.004180312,0.02282167,0.1036747,0.3554062,0.4932211,0.0001724567],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.229458,0.4811103,0.1641081,0.07856677,0.001031145,0.0001111295,0.0002942568,0.000631595,0.0446886],"genre_scores_gemma":[0.6021438,0.2725898,0.1024196,0.005575705,0.0008584653,0.00007212746,0.0001567402,0.0000651869,0.01611861],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003681486,"threshold_uncertainty_score":0.01231581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009419646442343898,"score_gpt":0.1973603112667534,"score_spread":0.1879406648244095,"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."}}