{"id":"W7065534004","doi":"","title":"The effects of climate change on nutrient loading and river discharge","year":2023,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hydrology (agriculture); Discharge; Precipitation; Watershed; Nutrient; Water quality; Spring (device); Total suspended solids; Particulates","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000274639,0.0002489295,0.0001948161,0.0006557701,0.0003909423,0.0006351615,0.0002112916,0.0002555911,0.001098264],"category_scores_gemma":[0.0008350784,0.0001381643,0.0002814528,0.001415398,0.000305899,0.0003287362,0.0004695883,0.0002883207,0.000177518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001142182,"about_ca_system_score_gemma":0.0008231076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09101089,"about_ca_topic_score_gemma":0.1704757,"domain_scores_codex":[0.9998369,0.00003711782,0.00001726416,0.00003747422,0.00003719153,0.00003399198],"domain_scores_gemma":[0.9994348,0.00008714663,0.000196598,0.00002822055,0.0001776334,0.00007565397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003684374,0.00001996277,0.9933421,0.00002776918,0.00007691853,0.0001043045,0.0001653827,0.0005244575,0.00120345,0.00005685442,0.0001975349,0.004244397],"study_design_scores_gemma":[7.250085e-7,0.000008152917,0.9991409,0.00000257706,0.000007272352,0.00001819949,0.0001113886,0.0002022796,0.00006719169,0.0000147369,0.0004248178,0.000001830384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953663,0.0005080214,0.0002292846,0.0002381828,0.00002322816,0.00001105694,0.001352011,0.00001607238,0.002255804],"genre_scores_gemma":[0.9976458,0.0005745665,0.0001881024,0.00008354757,0.00002688773,0.00001137942,0.0009100722,0.000006096016,0.0005534381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09101089,"threshold_uncertainty_score":0.1809623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008312937090863571,"score_gpt":0.1890942617752093,"score_spread":0.1807813246843457,"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."}}