{"id":"W2485501985","doi":"10.1016/j.geotexmem.2016.06.012","title":"Geotextile biofiltration of primary treated municipal wastewater under simulated arctic summer conditions","year":2016,"lang":"en","type":"article","venue":"Geotextiles and Geomembranes","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Canadian Water Network; Government of Nunavut","keywords":"Wastewater; Geotextile; Environmental science; Biofilter; Total suspended solids; Environmental engineering; Sewage treatment; Stormwater; Filtration (mathematics); Waste management; Chemical oxygen demand; Engineering; Geotechnical engineering; Surface runoff; Ecology","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":[0.0001212727,0.0001928662,0.000277344,0.0001328872,0.0001590512,0.00004032001,0.0001150347,0.0001175829,0.01218704],"category_scores_gemma":[0.00001245261,0.0001199174,0.00007247178,0.0001816376,0.0002362639,0.0003016584,0.00001865147,0.00006063533,0.0001858678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005056777,"about_ca_system_score_gemma":0.00002185006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005985376,"about_ca_topic_score_gemma":0.005628145,"domain_scores_codex":[0.9988555,0.00005901739,0.0002988171,0.000279199,0.000167021,0.0003404366],"domain_scores_gemma":[0.9992073,0.0002786238,0.00009769087,0.0002251782,0.00006663885,0.0001245258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009410943,0.0003987506,0.474428,0.001246574,0.0004944574,0.0001149383,0.004328643,0.1297342,0.327369,0.0006193012,0.001239005,0.05908592],"study_design_scores_gemma":[0.001730275,0.000318347,0.9794405,0.0002249366,0.0001106673,0.00007673557,0.000694439,0.009218139,0.001673541,0.001628396,0.004365226,0.0005187714],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953222,0.0006021012,0.00000113557,0.0005201454,0.0001187268,0.0001719618,0.002186485,0.00003858077,0.001038652],"genre_scores_gemma":[0.9956962,0.0008212938,0.000001875805,0.000202446,0.00008156973,0.000001498375,0.002042129,0.000007493685,0.001145474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5050125,"threshold_uncertainty_score":0.9887159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03272955936797045,"score_gpt":0.2351490234032712,"score_spread":0.2024194640353007,"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."}}