{"id":"W1998685130","doi":"10.1111/j.1745-6592.2012.01402.x","title":"Evaluation of Zerovalent Zinc for Treatment of 1,2,3‐Trichloropropane‐Contaminated Groundwater: Laboratory and Field Assessment","year":2012,"lang":"en","type":"article","venue":"Groundwater Monitoring & Remediation","topic":"Environmental remediation with nanomaterials","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Klohn Crippen Berger (Canada)","funders":"Strategic Environmental Research and Development Program","keywords":"Groundwater; Environmental science; Permeable reactive barrier; Zerovalent iron; Contamination; Degradation (telecommunications); Environmental chemistry; Chemistry; Geology; Geotechnical engineering; Engineering; Environmental remediation","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001065442,0.0001995833,0.0002999802,0.0001478405,0.00004476443,0.00002121201,0.00006210044,0.0001213951,0.00002096219],"category_scores_gemma":[0.00005701137,0.0001819965,0.00004883234,0.0001041071,0.0000279684,0.0004389839,0.00001761194,0.00002897974,0.000002817199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006833691,"about_ca_system_score_gemma":0.00002650172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000528186,"about_ca_topic_score_gemma":0.000003221775,"domain_scores_codex":[0.9983443,0.000106992,0.0005261786,0.000163338,0.0005919806,0.0002672161],"domain_scores_gemma":[0.9991999,0.000140115,0.0001892395,0.0002036969,0.0001849013,0.00008210059],"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":[0.00002969517,0.0002617537,0.1400579,0.0002417357,0.0001468786,1.801464e-7,0.001551577,0.0004623022,0.8209516,0.00002261692,0.00001159534,0.03626217],"study_design_scores_gemma":[0.001222374,0.0004218151,0.1611313,0.00003639666,0.0002526632,7.933562e-7,0.0001454616,0.001178702,0.8351827,0.00002869402,0.0002515969,0.0001475302],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935316,0.0009649742,0.002584214,0.00001544712,0.001923509,0.0008694035,0.00001575403,0.00006355742,0.00003158463],"genre_scores_gemma":[0.9965994,0.0004841096,0.001945863,0.000001982774,0.0005189044,0.0003264557,0.00006518722,0.00003738056,0.00002072617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03611464,"threshold_uncertainty_score":0.7421603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0276776712474822,"score_gpt":0.2801986373028628,"score_spread":0.2525209660553806,"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."}}