{"id":"W2475242588","doi":"10.3390/w8070285","title":"Impacts of Salinity on Saint-Augustin Lake, Canada: Remediation Measures at Watershed Scale","year":2016,"lang":"en","type":"article","venue":"Water","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Watershed; Environmental science; Salinity; Groundwater; Hydrology (agriculture); Precipitation; Surface runoff; Wetland; Environmental remediation; Effluent; Spring (device); Environmental chemistry; Environmental engineering; Contamination; Chemistry; Geology; Ecology; Geography; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002466465,0.0001140272,0.0001117833,0.00003059802,0.00008518465,0.000007039208,0.0001631019,0.00003891951,0.002977632],"category_scores_gemma":[0.00002923944,0.00005999301,0.00003430232,0.00005033291,0.0001048118,0.0001436045,0.0001817225,0.00003763787,0.0008315351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008589188,"about_ca_system_score_gemma":0.00001011245,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.179408,"about_ca_topic_score_gemma":0.8408951,"domain_scores_codex":[0.9987612,0.00005936733,0.0002015431,0.0002196225,0.000427815,0.0003304162],"domain_scores_gemma":[0.9995259,0.00002264388,0.00005086264,0.0002905815,0.000009869528,0.0001001262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007502487,0.00006289973,0.587598,0.000009569706,0.00002139063,0.000005965011,0.0004278882,0.0001251339,0.3007526,0.00001330066,0.1098543,0.001054025],"study_design_scores_gemma":[0.0004635722,0.00005737634,0.5237513,0.0000161145,0.00001924654,9.445431e-7,0.00001039015,0.00001429671,0.3794223,0.0001096702,0.09596868,0.0001660957],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950388,0.000001877818,0.00009926512,0.001969036,0.0001663769,0.0001549908,0.00003012858,0.000030082,0.00250943],"genre_scores_gemma":[0.9941622,0.000002621025,0.00007603219,0.0002267626,0.00003508465,0.000009188046,0.00002441579,0.00001232042,0.005451344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6614871,"threshold_uncertainty_score":0.9999464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01364328249658323,"score_gpt":0.1907638704368661,"score_spread":0.1771205879402828,"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."}}