{"id":"W7008282558","doi":"","title":"Bioremediation of chlorate and chromate in cold temperature using Manitoba's native microorganisms","year":2022,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Chemical Analysis and Environmental Impact","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chlorate; Bioremediation; Chromate conversion coating; Chromium; Environmental remediation; Contamination; Electron donor; Hexavalent chromium","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0001215431,0.0001858811,0.0003422419,0.0001256649,0.00012863,0.00001019322,0.0002067404,0.0001617275,0.0003529317],"category_scores_gemma":[0.000008154931,0.0002266363,0.00008506636,0.0003827464,0.0001527853,0.0002005972,0.000188038,0.0002239372,0.000009817941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005676723,"about_ca_system_score_gemma":0.00001473822,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01218179,"about_ca_topic_score_gemma":0.229641,"domain_scores_codex":[0.9989826,0.00004927286,0.0001408968,0.0003186702,0.0003388821,0.0001696496],"domain_scores_gemma":[0.9994193,0.00002109629,0.0003405048,0.0001462541,0.00000832363,0.00006453628],"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":[0.00005816893,0.0001051987,0.08599644,0.00007273177,0.00004249978,0.00001801729,0.0007692744,0.0004385866,0.912176,0.000006058179,0.0001978365,0.0001192405],"study_design_scores_gemma":[0.0006405969,0.00009284459,0.7916179,0.00009260512,0.0001827721,0.000002734658,0.04917718,0.0006329454,0.1568252,0.00005201477,0.000321271,0.0003619866],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989418,0.0001035476,0.000002174878,0.00005296331,0.00005878137,0.000180468,0.00006572931,0.00000763048,0.0005869204],"genre_scores_gemma":[0.9988626,0.0002723472,0.0003026156,0.00001098103,0.000009676561,3.056566e-7,0.0002341998,0.00001668572,0.0002905402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7553508,"threshold_uncertainty_score":0.9943962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007413580813511344,"score_gpt":0.1903360071242891,"score_spread":0.1829224263107777,"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."}}