{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000202347,0.000249049,0.0002736975,0.0005181919,0.0001907755,0.00002603181,0.0005486069,0.000169104,0.0001730553],"category_scores_gemma":[0.00004021122,0.0002317267,0.00006288876,0.0006814272,0.001173121,0.0002435756,0.0001030241,0.0004233299,0.00005424142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001711209,"about_ca_system_score_gemma":0.00002787327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000249677,"about_ca_topic_score_gemma":0.000002355662,"domain_scores_codex":[0.998373,0.00001018385,0.0003519294,0.0004280125,0.0003246256,0.0005121941],"domain_scores_gemma":[0.9994608,0.00001626035,0.0001009173,0.0003148327,0.000002996854,0.0001041511],"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":[0.000007561926,0.0001371194,0.0005330903,0.00001098688,0.000008478819,0.000004522077,0.0001008592,0.001161188,0.9728433,0.0001631565,0.000004279166,0.02502541],"study_design_scores_gemma":[0.0004583781,0.0001517736,0.01186021,0.00003018757,0.00002420165,0.0002643429,0.000444632,0.000455348,0.9791252,0.0002243934,0.006593652,0.0003676766],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942912,0.0007852048,0.003467764,0.00019616,0.0001706211,0.000218725,0.00005016615,0.0002396127,0.0005805785],"genre_scores_gemma":[0.996745,0.0001769195,0.002884754,0.00008041287,0.00003668089,0.00000693746,0.000006826919,0.00001733829,0.00004514843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02465773,"threshold_uncertainty_score":0.9449542,"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."}}