{"id":"W3043874223","doi":"10.1007/s11270-020-04692-x","title":"Diversity and Functions of Epilithic Riverine Biofilms","year":2020,"lang":"en","type":"article","venue":"Water Air & Soil Pollution","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Denitrifying bacteria; Dry season; Wet season; Nitrate; Environmental chemistry; Environmental science; Ecology; Abundance (ecology); Water quality; Biology; Chemistry; Denitrification; Nitrogen","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":[0.0000684084,0.000051527,0.00007924611,0.000009499532,0.0005899937,7.820616e-7,0.00008290761,0.00005276359,0.001796656],"category_scores_gemma":[0.00000565164,0.00004114655,0.00002355936,0.00004665283,0.0002714173,0.00007649668,0.001230555,0.00009459303,0.0002152519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001790997,"about_ca_system_score_gemma":0.000001518265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001303942,"about_ca_topic_score_gemma":0.0004569273,"domain_scores_codex":[0.9996085,0.00007765982,0.00007087543,0.0001043321,0.00003405365,0.0001045597],"domain_scores_gemma":[0.999841,0.000007543636,0.00001957178,0.00008475684,0.000003076936,0.00004409812],"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":[0.0001761684,0.00009883199,0.1553742,0.00002401163,0.00002844602,0.00000182826,0.009575815,0.001902877,0.8255723,0.00006878531,0.005804039,0.001372796],"study_design_scores_gemma":[0.0004907208,0.0003628501,0.9375229,0.00000355687,0.0000316273,0.000004605752,0.0001282184,0.0004866702,0.04793423,0.0008507605,0.01203657,0.0001472599],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969557,0.000008083912,0.00009082552,0.00200351,0.00004869746,0.00004821878,0.00001207279,0.00001612908,0.0008167942],"genre_scores_gemma":[0.9988741,0.00001152198,0.00002605699,0.0009027919,0.00001343077,7.580567e-7,0.00001476519,0.000001964444,0.000154584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7821488,"threshold_uncertainty_score":0.9991158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01483014109150921,"score_gpt":0.1850069042628334,"score_spread":0.1701767631713242,"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."}}