{"id":"W4323656589","doi":"10.1021/acs.est.2c08541","title":"Phototrophic Biofilms Transform Soil-Dissolved Organic Matter Similarly Despite Compositional and Environmental Differences","year":2023,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"Chinese Academy of Sciences; National Natural Science Foundation of China","keywords":"Phototroph; Dissolved organic carbon; Environmental chemistry; Soil organic matter; Organic matter; Soil carbon; Soil water; Cyanobacteria; Chemistry; Humus; Ecology; Environmental science; Photosynthesis; Botany; Biology; Bacteria","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":[0.000153064,0.000340693,0.0001729735,0.000192259,0.0001727739,0.000482742,0.0001181487,0.000252912,0.0004881372],"category_scores_gemma":[0.0001859986,0.0001408476,0.0002495395,0.0001312183,0.0001858435,0.0002933972,0.0003811326,0.0004323812,0.0001857319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002203472,"about_ca_system_score_gemma":0.0002926652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001588891,"about_ca_topic_score_gemma":0.002756509,"domain_scores_codex":[0.9998332,0.00001862014,0.00001078683,0.00005203911,0.00004617151,0.00003917057],"domain_scores_gemma":[0.9998697,0.00001781059,0.00002896193,0.00001277336,0.00003479139,0.00003587197],"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":[0.00001531006,0.00001273418,0.001179117,0.00001437128,0.000004226047,0.00001604979,0.00002562859,0.00002634417,0.9971596,0.00005194304,0.00001867016,0.001475964],"study_design_scores_gemma":[0.00001635404,0.0002441456,0.1063467,0.00002139387,0.00002911446,0.0002390971,0.0004212451,0.001706829,0.8853996,0.0005300666,0.005028036,0.00001739972],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934264,0.0006726732,0.003375722,0.0001125914,0.00003433556,0.00005026356,0.0004327495,0.00003601772,0.001859242],"genre_scores_gemma":[0.9910592,0.0005527061,0.00562708,0.0001738212,0.000008372662,0.0000536164,0.0004134908,0.00001880365,0.002092819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001588891,"threshold_uncertainty_score":0.003159285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005343044312074423,"score_gpt":0.188186711409839,"score_spread":0.1828436670977646,"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."}}