{"id":"W1973596126","doi":"10.1016/j.jglr.2015.04.001","title":"Estimation of tributary total phosphorus loads to Hamilton Harbour, Ontario, Canada, using a series of regression equations","year":2015,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McMaster University; Ministry of the Environment, Conservation and Parks","funders":"","keywords":"Tributary; Hydrology (agriculture); Baseflow; Environmental science; Precipitation; Streamflow; Drainage basin; Geography; Meteorology; Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.001032338,0.00009121207,0.0002359183,0.0001487401,0.00009499206,0.00002020114,0.0002340967,0.00005272471,0.00008312253],"category_scores_gemma":[0.000277823,0.00006886981,0.00005407825,0.0004502576,0.0001523089,0.0003565342,0.0001313573,0.0002461603,0.000003418283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001650734,"about_ca_system_score_gemma":0.0007791457,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.619102,"about_ca_topic_score_gemma":0.3179007,"domain_scores_codex":[0.9976111,0.0001183982,0.0004529816,0.0001145086,0.001446604,0.0002564267],"domain_scores_gemma":[0.9990495,0.00008989944,0.0002085353,0.0001721506,0.0002259562,0.0002539163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001773683,0.0002403902,0.6349369,0.00004403202,0.00006450481,0.0001469885,0.007166044,0.3302811,0.006085997,0.00005892547,0.008286758,0.01091468],"study_design_scores_gemma":[0.007212748,0.008744209,0.4284655,0.002318395,0.0002298396,0.001005463,0.005905681,0.3862914,0.1331856,0.01249346,0.01300007,0.00114767],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979466,0.00007133441,0.0009912543,0.0002676705,0.00015031,0.0001230339,0.00001914046,0.000001925395,0.0004287592],"genre_scores_gemma":[0.9969904,0.00001173386,0.002259809,0.00000940988,0.00002621944,0.00000152471,0.000005269255,0.000007988792,0.0006875778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3012013,"threshold_uncertainty_score":0.6945459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06124987164461006,"score_gpt":0.3144104228526245,"score_spread":0.2531605512080145,"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."}}