{"id":"W4296445204","doi":"10.1016/j.envpol.2022.120221","title":"Trace metal complexation with dissolved organic matter stresses microbial metabolisms and triggers community shifts: The intercorrelations","year":2022,"lang":"en","type":"article","venue":"Environmental Pollution","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Dissolved organic carbon; Biogeochemical cycle; Environmental chemistry; Chemistry; Microbial population biology; Genetic algorithm; Trace metal; Metal; Organic matter; Ecology; Bacteria; Organic chemistry; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001701256,0.0002607082,0.0003670475,0.0003004427,0.0002145896,0.0007518529,0.0002283836,0.0005357323,0.00117152],"category_scores_gemma":[0.0004256701,0.0001991852,0.0002139487,0.000335651,0.0003131674,0.0003910809,0.0005869284,0.0003416696,0.0002226546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004817257,"about_ca_system_score_gemma":0.0002823252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001440802,"about_ca_topic_score_gemma":0.001759202,"domain_scores_codex":[0.9997062,0.00004031788,0.00001560849,0.0000817077,0.00008099148,0.0000750753],"domain_scores_gemma":[0.9996394,0.00004365464,0.00009293816,0.00004436231,0.00009221544,0.00008735171],"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":[0.0007061256,0.00009094969,0.01045611,0.00004157481,0.00002867298,0.00007019901,0.00005412142,0.00009077222,0.983187,0.0001425213,0.0001238169,0.005008111],"study_design_scores_gemma":[0.00005070406,0.0008685817,0.4883183,0.00001506735,0.0000667038,0.0004151487,0.0006121151,0.002760186,0.5028944,0.001077519,0.00289265,0.00002853831],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969108,0.0007015624,0.0009804568,0.0002068412,0.00002870073,0.00001296384,0.0001402496,0.00003723457,0.000981301],"genre_scores_gemma":[0.9982318,0.0002185778,0.0002891511,0.00005979856,0.00001337522,0.000008750361,0.0001086428,0.000006911459,0.001062969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001440802,"threshold_uncertainty_score":0.003919184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008051815042031235,"score_gpt":0.1891110543882851,"score_spread":0.1810592393462539,"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."}}