{"id":"W4386136051","doi":"10.1111/gwmr.12610","title":"Bioremediation of Chlorate and Chromium Contamination with Native Microbial Culture in Cold Climate","year":2023,"lang":"en","type":"article","venue":"Groundwater Monitoring & Remediation","topic":"Chemical Analysis and Environmental Impact","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chlorate; Environmental chemistry; Chemistry; Chromate conversion coating; Hexavalent chromium; Bioremediation; Groundwater; Chromium; Microorganism; Environmental remediation; Contamination; Inorganic chemistry; Ecology; Bacteria; Geology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0003977974,0.0005624153,0.0004961598,0.0002694833,0.0002399963,0.0005550848,0.0003580299,0.000240433,0.0003471987],"category_scores_gemma":[0.0002711921,0.0001291904,0.0004605093,0.0002622443,0.0002077674,0.000205753,0.0007037836,0.0003306145,0.0001471014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002252629,"about_ca_system_score_gemma":0.000441772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003204112,"about_ca_topic_score_gemma":0.004343374,"domain_scores_codex":[0.9995432,0.00008492636,0.00005375782,0.0001234729,0.0001229843,0.00007168313],"domain_scores_gemma":[0.9997417,0.00003207798,0.00004108695,0.00002894867,0.0001152704,0.00004082798],"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":[0.0001015525,0.00005627595,0.0006735981,0.00005390294,0.0000122087,0.00003541793,0.00003778185,0.00006792132,0.9978992,0.00001656908,0.000015009,0.00103047],"study_design_scores_gemma":[0.00001672399,0.001500905,0.0101224,0.00001628754,0.00005625179,0.0002162556,0.0002102696,0.0007457402,0.9860651,0.00002819514,0.001009247,0.00001263524],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978328,0.000342885,0.001030752,0.00002490457,0.00001770859,0.00003378283,0.0001547705,0.00001643244,0.0005460064],"genre_scores_gemma":[0.9922006,0.0006090811,0.004802758,0.00004974018,0.00002033068,0.00005132155,0.000732672,0.00001243177,0.001521106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003204112,"threshold_uncertainty_score":0.006370902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008443734158140663,"score_gpt":0.2155880882022594,"score_spread":0.2071443540441187,"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."}}