{"id":"W2197140365","doi":"10.1016/j.jconhyd.2015.10.003","title":"nZVI injection into variably saturated soils: Field and modeling study","year":2015,"lang":"en","type":"article","venue":"Journal of Contaminant Hydrology","topic":"Environmental remediation with nanomaterials","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Royal Military College of Canada; York University; Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Soil water; Soil science; Vadose zone; Field (mathematics); Environmental science; Environmental chemistry; Geology; Chemistry; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005649803,0.00010436,0.0002721316,0.000129337,0.00002484353,0.00001918596,0.00007615255,0.0001016163,0.0000106022],"category_scores_gemma":[0.0001571063,0.00008852129,0.00002176937,0.00005887612,0.00001440843,0.0002058216,0.00002632226,0.0001535913,0.000005898688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000884363,"about_ca_system_score_gemma":0.00002248862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003803195,"about_ca_topic_score_gemma":0.00003218286,"domain_scores_codex":[0.9991234,0.00008572137,0.0004436079,0.00007738081,0.0001409344,0.0001289433],"domain_scores_gemma":[0.9995727,0.00007726342,0.0001274524,0.00007827319,0.00004634145,0.00009796815],"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":[0.001017964,0.000377175,0.0460601,0.00008065072,0.0005757593,0.0003954156,0.01519576,0.6056108,0.3176036,0.00006562586,0.0009434162,0.01207379],"study_design_scores_gemma":[0.009200213,0.009627819,0.00937977,0.00008778342,0.0003441475,0.001696105,0.003409919,0.9353526,0.02676619,0.001971914,0.001529991,0.0006335819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909484,0.0003546835,0.007333124,0.00008061991,0.001031017,0.0001077788,4.12123e-7,0.00002246134,0.0001214789],"genre_scores_gemma":[0.9992713,0.0000754506,0.0003968913,0.00005819564,0.0001663531,0.00000297385,5.879027e-7,0.00001412535,0.00001413878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3297418,"threshold_uncertainty_score":0.3609793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01450504472723791,"score_gpt":0.2361731134182716,"score_spread":0.2216680686910337,"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."}}