{"id":"W7044008215","doi":"","title":"Water source, climate, and water chemistry combine to influence DOC concentration and DOM quality in Buffalo Pound Lake, Saskatchewan","year":2023,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dissolved organic carbon; Water quality; Surface runoff; Hydrology (agriculture); Nutrient; Total organic carbon; Pound (networking); Organic matter","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":[0.0003289845,0.0002809123,0.0002318194,0.0008133147,0.0008842335,0.0008831692,0.0004291545,0.0002199957,0.001605617],"category_scores_gemma":[0.0005371968,0.0002526934,0.0002381847,0.001653331,0.0006353626,0.000343501,0.0008896159,0.0002790491,0.0002712102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006617207,"about_ca_system_score_gemma":0.007965679,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8819101,"about_ca_topic_score_gemma":0.9581729,"domain_scores_codex":[0.9997571,0.00003940005,0.00001692475,0.00006318939,0.00005799695,0.00006539405],"domain_scores_gemma":[0.9995216,0.00008782989,0.00007973456,0.00002236493,0.0001852513,0.00010323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001348731,0.00009981558,0.9726432,0.00004907234,0.000121478,0.0003195679,0.001020821,0.0006530256,0.009655696,0.0001498901,0.0006512693,0.01450129],"study_design_scores_gemma":[0.00000574075,0.00002500448,0.9959798,0.00001352439,0.00002848556,0.00003339144,0.001462919,0.001075578,0.0005359261,0.00005764079,0.0007681027,0.00001400652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978912,0.00008226821,0.0001030381,0.00006260916,0.000001912901,0.00002030504,0.000399802,0.00001284598,0.001425932],"genre_scores_gemma":[0.9967312,0.0001789283,0.0002990049,0.0000700485,0.000001279297,0.00003195383,0.0004478916,0.000006385843,0.002233325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1180899,"threshold_uncertainty_score":0.2375707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004675417294487988,"score_gpt":0.1756229841118991,"score_spread":0.1709475668174111,"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."}}