{"id":"W2004225436","doi":"10.1021/es803616k","title":"Microbial Architecture of Environmental Sulfur Processes: A Novel Syntrophic Sulfur-Metabolizing Consortia","year":2009,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Metal Extraction and Bioleaching","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Canadian Light Source (Canada); Brockhouse Institute for Materials Research; University of Saskatchewan; Western University","funders":"Lawrence Berkeley National Laboratory; Canadian Institutes of Health Research","keywords":"Sulfur; Biogeochemical cycle; Environmental chemistry; Sulfur cycle; Acid mine drainage; Microbial population biology; Microbial ecology; Extracellular polymeric substance; Sulfur metabolism; Metagenomics; Heterotroph; Acidithiobacillus; Microbial metabolism; Geomicrobiology; Chemistry; Archaea; Hydrogen sulfide; Biofilm; Bacteria; Biology; Environmental biotechnology; Biochemistry; Bioleaching","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000143131,0.0003151868,0.0002345964,0.0005256294,0.0002535944,0.000710252,0.0002609222,0.0004008023,0.0003801812],"category_scores_gemma":[0.0002527538,0.0001877246,0.0002325728,0.0003530993,0.0003815703,0.0005346134,0.0008039246,0.0002284723,0.0001780194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001927502,"about_ca_system_score_gemma":0.0002807908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004569455,"about_ca_topic_score_gemma":0.0005294028,"domain_scores_codex":[0.9998085,0.00002165665,0.00001331775,0.00007957966,0.0000426438,0.00003426865],"domain_scores_gemma":[0.9998543,0.00002022223,0.00003584912,0.00002202656,0.00002186976,0.00004566512],"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":[0.0001243555,0.00004393699,0.01455832,0.00005292984,0.00001191915,0.000340353,0.0002774709,0.0003887015,0.9765714,0.0006934914,0.00005450953,0.006882632],"study_design_scores_gemma":[0.0001466894,0.002707907,0.4254929,0.00008440389,0.0002054537,0.008465532,0.002351028,0.0416139,0.4941308,0.00586413,0.01880737,0.0001298275],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946873,0.0004121165,0.003107313,0.00009765678,0.000007900907,0.00002677001,0.0001175043,0.00008150221,0.001461966],"genre_scores_gemma":[0.9953312,0.0002179797,0.003653596,0.00002615368,0.00001502754,0.00002234318,0.0002010497,0.000005283449,0.0005273031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000710252,"threshold_uncertainty_score":0.001398504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004622356567712034,"score_gpt":0.1907996385807051,"score_spread":0.186177282012993,"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."}}