{"id":"W2319953115","doi":"10.1021/es503013w","title":"Diurnal Floc Generation from Neuston Biofilms in Two Contrasting Freshwater Lakes","year":2014,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Constructed Wetlands for Wastewater Treatment","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Water column; Betaproteobacteria; Environmental chemistry; Biofilm; Actinobacteria; Alphaproteobacteria; Gammaproteobacteria; Cyanobacteria; Nutrient; Environmental science; Organic matter; Ecology; Bacteria; Chemistry; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003238456,0.0002389116,0.0002066011,0.0002724562,0.0002836527,0.00005636574,0.0006047257,0.00009766984,0.001760201],"category_scores_gemma":[0.00002966253,0.0002056116,0.00003802125,0.0005972297,0.002000134,0.0004158994,0.000535488,0.0002328337,0.0006269842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006655793,"about_ca_system_score_gemma":0.000009833532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006152802,"about_ca_topic_score_gemma":0.002421495,"domain_scores_codex":[0.9977331,0.00004619647,0.000325941,0.000782773,0.0004568983,0.0006550874],"domain_scores_gemma":[0.9993134,0.00002373326,0.0001054167,0.0004296459,0.000001511016,0.0001262699],"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":[0.000003845559,0.00005316428,0.3710295,1.587769e-7,0.000002194803,0.000008261608,0.00008443144,0.0006126427,0.6102255,0.00007965387,0.00001613949,0.01788452],"study_design_scores_gemma":[0.001867959,0.0002192293,0.224069,0.00001697047,0.00002058653,0.00007142333,0.0002859029,0.03247277,0.7327242,0.002081548,0.005641525,0.0005289304],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997409,0.0000255687,0.0003901797,0.0004966727,0.0002123814,0.0002192042,0.00002332483,0.00009191787,0.001131762],"genre_scores_gemma":[0.9948717,0.00000789053,0.004785406,0.000097399,0.00005411571,0.00002843586,0.00002905096,0.00001524508,0.0001107668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1469605,"threshold_uncertainty_score":0.9991523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005287248169137859,"score_gpt":0.2043195062261252,"score_spread":0.1990322580569873,"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."}}