{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001750904,0.0002557722,0.0002066515,0.0003915327,0.001498159,0.0008529595,0.0005658552,0.0002908846,0.001530359],"category_scores_gemma":[0.0003347975,0.0001121399,0.0002017178,0.000659428,0.00044179,0.0002040712,0.0004971642,0.0003443995,0.0001706593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01733889,"about_ca_system_score_gemma":0.02165328,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9602163,"about_ca_topic_score_gemma":0.9884587,"domain_scores_codex":[0.9997062,0.00001930417,0.000007858153,0.0000342694,0.0001391218,0.00009322614],"domain_scores_gemma":[0.9996628,0.000009018215,0.00002607758,0.000006366758,0.0002294262,0.00006635536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008347218,0.00091992,0.4148709,0.0006126866,0.000166002,0.001646658,0.002466712,0.01040685,0.383978,0.0009713104,0.008037143,0.1750892],"study_design_scores_gemma":[0.00004590956,0.0006596725,0.9241288,0.00005104788,0.00007804968,0.000172404,0.002920686,0.006697922,0.04165418,0.0001884942,0.02334348,0.00005941814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940096,0.0002125431,0.0004956689,0.0003475337,0.000007101599,0.0001139217,0.000435458,0.00008276037,0.004295491],"genre_scores_gemma":[0.9865464,0.0003999363,0.002547105,0.000148238,0.000003464075,0.00004027082,0.0004976405,0.00001259959,0.009804379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03978372,"threshold_uncertainty_score":0.1258031,"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."}}