{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000148288,0.0001792112,0.0001948869,0.0002875545,0.0003647855,0.0002691374,0.0001838645,0.0002104416,0.0003641406],"category_scores_gemma":[0.0002497009,0.0001985042,0.0001446301,0.0001415682,0.0002153353,0.0001466701,0.0004477692,0.0001723949,0.00008273943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004460576,"about_ca_system_score_gemma":0.0002000257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005729081,"about_ca_topic_score_gemma":0.01626847,"domain_scores_codex":[0.9999094,0.00001233712,0.000006016822,0.0000301851,0.00001973926,0.00002230818],"domain_scores_gemma":[0.9998272,0.00002406217,0.00003888779,0.000009304063,0.00004070355,0.0000598198],"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":[0.0002825076,0.00002759816,0.02776839,0.00003395684,0.00001474585,0.00009326779,0.0004941853,0.00009063244,0.9687133,0.00002861117,0.00005637057,0.002396355],"study_design_scores_gemma":[0.00002066807,0.0004057195,0.9059814,0.000005855657,0.00002892996,0.0001270673,0.0004675883,0.001419276,0.09100258,0.00004771882,0.0004704328,0.00002280539],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997225,0.00002108655,0.00005229099,0.000004860564,8.837988e-7,0.000003846823,0.0000651245,0.000003053219,0.0001263775],"genre_scores_gemma":[0.9989464,0.0000313183,0.0003666054,0.00001153663,0.000001846356,0.0000147452,0.0002530601,0.000004743528,0.0003696149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005729081,"threshold_uncertainty_score":0.01139146,"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."}}