{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000327974,0.0005780661,0.0003107906,0.0003640319,0.0004318766,0.0005809458,0.0003880034,0.0003133708,0.0003157011],"category_scores_gemma":[0.0002074473,0.0001989273,0.00055769,0.0004468624,0.0002566526,0.0002021088,0.0006455234,0.0003629747,0.0001768869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007278679,"about_ca_system_score_gemma":0.001369142,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06192714,"about_ca_topic_score_gemma":0.137444,"domain_scores_codex":[0.9996779,0.00005507629,0.00004038408,0.0000789182,0.0000790688,0.0000686959],"domain_scores_gemma":[0.9998212,0.0000168224,0.000024807,0.00001580167,0.0000977058,0.0000236892],"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":[0.00007668465,0.000076405,0.002709752,0.0001531277,0.0000195565,0.0001294241,0.0001318581,0.0001149776,0.993019,0.00003734269,0.00003432128,0.003497389],"study_design_scores_gemma":[0.00002519787,0.001426317,0.03044013,0.0000459725,0.00014058,0.0003734535,0.001107831,0.0009296041,0.9612613,0.00004713314,0.004168658,0.00003379861],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963917,0.0009751456,0.0009955876,0.00008704982,0.00001800972,0.00007365984,0.0001985908,0.00002775532,0.001232417],"genre_scores_gemma":[0.9829358,0.002539066,0.009775342,0.0001164584,0.00001354737,0.00006357067,0.0008711093,0.00001586857,0.003669232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9380729,"threshold_uncertainty_score":0.1231334,"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."}}