{"id":"W4282574347","doi":"10.3390/w14121891","title":"Chemical Oxidation and Reduction Pathways of Mercury Relevant to Natural Waters: A Review","year":2022,"lang":"en","type":"review","venue":"Water","topic":"Mercury impact and mitigation studies","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Auburn University at Montgomery; Auburn University","keywords":"Mercury (programming language); Environmental chemistry; Redox; Abiotic component; Chemistry; Natural organic matter; Methylmercury; Carbonate; Aquatic environment; Pollution; Organic matter; Inorganic chemistry; Bioaccumulation; Ecology; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003128676,0.0001979209,0.0006494076,0.00003994441,0.00006361875,0.00001005105,0.0001178089,0.000053319,0.001768728],"category_scores_gemma":[0.00004156103,0.0001163988,0.0001286322,0.0001306762,0.00007212366,0.0001114876,0.0003331816,0.0001626974,0.0002388223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001250171,"about_ca_system_score_gemma":0.000006983576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001885072,"about_ca_topic_score_gemma":3.59868e-7,"domain_scores_codex":[0.998758,0.00009840228,0.0004108833,0.0002940671,0.0002543524,0.0001842947],"domain_scores_gemma":[0.9995994,0.00002029653,0.0001102647,0.0001976218,0.000005801242,0.00006662227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003703257,0.00001814967,0.000001664585,0.008600243,0.00003763953,0.000001918107,0.0007142616,1.312829e-7,0.005095195,0.000005088973,0.01197004,0.973552],"study_design_scores_gemma":[0.00003389205,0.00002112312,0.000002455018,0.002894728,0.0001984652,0.00004860839,0.00002329098,1.651221e-7,0.001360237,0.00001785929,0.9952326,0.0001666009],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002125925,0.9963306,0.000001519292,0.0002332536,0.0002218953,0.000671056,0.00001736104,0.00001708542,0.0003812689],"genre_scores_gemma":[0.0003771592,0.9985997,0.0001386748,0.0001188819,0.00003834262,0.0001248092,0.0002138453,0.00001671344,0.0003718799],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9832625,"threshold_uncertainty_score":0.9991438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04456330594123165,"score_gpt":0.2970718810602426,"score_spread":0.252508575119011,"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."}}