{"id":"W3195139074","doi":"10.3389/frwa.2021.710853","title":"Changes in Bacterial Communities During Treatment of Municipal Wastewater in Arctic Wastewater Stabilization Ponds","year":2021,"lang":"en","type":"article","venue":"Frontiers in Water","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Dalhousie University; Canadian Water Network; Government of Nunavut","keywords":"Wastewater; Environmental science; Arctic; Sewage treatment; Environmental engineering; Ecology; Water resource management; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0002883631,0.0003695702,0.0006284979,0.00031234,0.0006674652,0.000724689,0.0001772572,0.0002616509,0.0003819043],"category_scores_gemma":[0.0004040531,0.0001860499,0.0003602264,0.0004194749,0.0003378995,0.0002622733,0.000428604,0.0002760392,0.0001402777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001062922,"about_ca_system_score_gemma":0.001105916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05008649,"about_ca_topic_score_gemma":0.07182524,"domain_scores_codex":[0.9996459,0.00003826196,0.00002369946,0.00008528516,0.0001193093,0.00008747041],"domain_scores_gemma":[0.9997423,0.00002379297,0.00004906627,0.000007430469,0.0001269504,0.00005035618],"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":[0.001315631,0.0001685787,0.096196,0.000159333,0.00005132223,0.0002176244,0.001326522,0.0007497829,0.8910685,0.0000356935,0.0001112181,0.008599808],"study_design_scores_gemma":[0.00001929826,0.001546309,0.822758,0.00002008816,0.00007305167,0.0001335952,0.003172007,0.002427069,0.1683905,0.00004310669,0.001382367,0.00003465795],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994847,0.00004551409,0.0001141369,0.000005555246,0.000002218657,0.000009424584,0.0001040482,0.000004608242,0.0002298497],"genre_scores_gemma":[0.9981957,0.0001134151,0.0004871453,0.00002467264,0.000002882527,0.00002670045,0.0003533127,0.000003928421,0.0007922139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05008649,"threshold_uncertainty_score":0.09958994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03620002128119593,"score_gpt":0.307977119613864,"score_spread":0.2717770983326681,"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."}}