{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002517262,0.000114763,0.0001436834,0.00007660159,0.00005453455,0.00002674712,0.000059651,0.00006723452,0.00002441389],"category_scores_gemma":[0.00001600645,0.00009028832,0.00002234936,0.0004204463,0.0000898873,0.0003836311,0.00007128886,0.00008091697,0.00003722626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002663956,"about_ca_system_score_gemma":0.000002771765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002701818,"about_ca_topic_score_gemma":0.0001067371,"domain_scores_codex":[0.99905,0.00002947157,0.0002167532,0.0002250347,0.0002669767,0.0002117508],"domain_scores_gemma":[0.999704,0.00002441263,0.0001283822,0.00008293735,0.000008794005,0.00005146726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002084254,0.00003036988,0.3932059,0.000011488,0.000006246368,0.00000174296,0.001099222,0.0004280081,0.6044016,0.000002267101,0.0000243611,0.0007679813],"study_design_scores_gemma":[0.0004322796,0.00007407607,0.5752222,0.00002568989,0.00001433964,6.641731e-7,0.0002033227,0.0005998247,0.4232245,0.00002109375,0.00008840991,0.00009358756],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999509,0.00001246815,0.00005306258,0.00007968486,0.00009548422,0.0001559275,0.000005083056,0.00002508801,0.00006416447],"genre_scores_gemma":[0.9993366,0.0002216221,0.000148233,0.000008078422,0.0000876711,0.00001862368,0.00007616289,0.000010557,0.0000924488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1820163,"threshold_uncertainty_score":0.3681851,"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."}}