{"id":"W4393317171","doi":"10.1111/gwmr.12643","title":"Bioremediation of Chlorate and Chromium in Soil Columns Using Contaminated Site Native Culture","year":2024,"lang":"en","type":"article","venue":"Groundwater Monitoring & Remediation","topic":"Chemical Analysis and Environmental Impact","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bioremediation; Chromium; Chlorate; Contamination; Environmental chemistry; Soil contamination; Environmental science; Chemistry; Biology; Ecology; Inorganic chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002215284,0.0001272439,0.0001578972,0.00007221272,0.00004518339,0.00005995039,0.00005544953,0.00008765274,0.00006538112],"category_scores_gemma":[0.00002120635,0.0001087573,0.00003911016,0.0003498885,0.00009709624,0.0005112252,0.00007649709,0.0001212047,0.00002476622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000516872,"about_ca_system_score_gemma":0.000005256127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001633315,"about_ca_topic_score_gemma":0.0001459637,"domain_scores_codex":[0.9989813,0.00003431835,0.0002599185,0.0002663496,0.0002710138,0.0001871286],"domain_scores_gemma":[0.9997424,0.0000279833,0.00007486434,0.00008417685,0.000006870976,0.00006364168],"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":[0.000009224245,0.00003309744,0.2324483,0.00002348859,0.00001307539,0.000004332499,0.002214716,0.001013089,0.7622948,0.000001228991,0.00001655331,0.001928145],"study_design_scores_gemma":[0.0003350543,0.00007060055,0.4067916,0.000109255,0.00005229451,0.000003184132,0.0002728839,0.02943856,0.56242,0.0001295372,0.0001793456,0.0001977025],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990937,0.000171354,0.0002408015,0.00004473639,0.0002353139,0.000116479,0.000005683994,0.00002346885,0.00006849256],"genre_scores_gemma":[0.9993128,0.0001606306,0.0001926872,0.00000674381,0.0001390578,0.000007578266,0.0000402817,0.00001253867,0.0001277525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1998748,"threshold_uncertainty_score":0.4434993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01268403689134043,"score_gpt":0.2419870029861354,"score_spread":0.229302966094795,"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."}}