{"id":"W3136156488","doi":"10.1038/s41545-021-00112-7","title":"Evaluation of influent microbial immigration to activated sludge is affected by different-sized community segregation","year":2021,"lang":"en","type":"article","venue":"npj Clean Water","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Immigration; Activated sludge; Disturbance (geology); Environmental science; Environmental engineering; Political science; Biology; Sewage treatment; Law","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":[0.0004359558,0.0001609941,0.0001702258,0.00003402157,0.0001470004,0.00003419266,0.0001182604,0.00007979976,0.002508866],"category_scores_gemma":[0.000021018,0.0001160077,0.00007231354,0.0001438436,0.00004227221,0.0001771131,0.0001500767,0.0001139436,0.0002918755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002933476,"about_ca_system_score_gemma":0.00001023138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006246707,"about_ca_topic_score_gemma":0.0005163449,"domain_scores_codex":[0.9981411,0.0006748206,0.0002304084,0.0002131123,0.000528322,0.000212268],"domain_scores_gemma":[0.9994683,0.00001869258,0.00006008911,0.0003032095,0.00007740974,0.00007224677],"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":[0.00007033005,0.000360655,0.002128239,0.000005643826,0.00004933302,6.897425e-7,0.003078095,0.00005613131,0.9851159,5.321812e-7,0.001794172,0.007340234],"study_design_scores_gemma":[0.001356366,0.00009570357,0.03360836,0.00001343944,0.0001195989,0.000002510892,0.0002133278,0.0003040211,0.9638346,0.0001347692,0.0001846291,0.0001326493],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988717,0.000005083185,0.00002981358,0.0003366141,0.00007387473,0.0004012189,0.0000299222,0.00002997745,0.0002217406],"genre_scores_gemma":[0.9984472,0.000001630556,0.0002989447,0.0001729293,0.00001167763,0.00001764175,0.0005508708,0.00001563334,0.0004834566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03148012,"threshold_uncertainty_score":0.998403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01863740174211821,"score_gpt":0.2456660756678475,"score_spread":0.2270286739257293,"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."}}