{"id":"W2014989241","doi":"10.1080/07011784.2015.1010181","title":"Floods and water quality in Canada: A review of the interactions with urbanization, agriculture and forestry","year":2015,"lang":"en","type":"review","venue":"Canadian Water Resources Journal / Revue canadienne des ressources hydriques","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Impervious surface; Environmental science; Water quality; Surface runoff; Riparian zone; Urbanization; Hydrology (agriculture); Agriculture; Tile drainage; Water resource management; Soil water; Geography; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008557288,0.0005272078,0.001206974,0.0002653837,0.0004921908,0.0001284052,0.0007395541,0.0001455242,0.0001770547],"category_scores_gemma":[0.00009135505,0.0002618476,0.0001345811,0.0004778458,0.0005522402,0.0003107954,0.0002709333,0.0007984355,0.000004247806],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004489712,"about_ca_system_score_gemma":0.00008521304,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9766285,"about_ca_topic_score_gemma":0.999402,"domain_scores_codex":[0.9966307,0.0006175516,0.00101728,0.0005210013,0.0002825788,0.0009308991],"domain_scores_gemma":[0.997888,0.00004812067,0.0004379633,0.0005062125,0.0001074304,0.001012299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006567677,0.0001416772,0.1355869,0.1577372,0.00200332,0.002362425,0.4234673,0.001154525,0.0000308469,0.00001855588,0.0124016,0.26503],"study_design_scores_gemma":[0.0001200151,0.00003302997,0.001551168,0.02248143,0.0003463272,0.001347203,0.0002553125,0.000006566215,0.000004942706,0.00005476055,0.9733843,0.0004149638],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3050049,0.6928023,0.000001718042,0.0005692989,0.0001056591,0.0006936122,0.0001087313,0.000008346468,0.0007054307],"genre_scores_gemma":[0.0195901,0.9779564,0.00005974479,0.0003448738,0.0001161794,0.00006684619,0.00008080839,0.00007432487,0.001710726],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9609827,"threshold_uncertainty_score":0.9999834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02106240865746214,"score_gpt":0.2249622540561442,"score_spread":0.203899845398682,"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."}}