{"id":"W211857126","doi":"10.1023/a:1010723207915","title":"Testing the Validity of a Critical Sulfur and Nitrogen Load Model in Southern Ontario, Canada, using Soil Chemistry Data from MARYP","year":2001,"lang":"en","type":"article","venue":"Environmental Monitoring and Assessment","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; The Scarborough Hospital; University of Waterloo; University of Toronto","funders":"","keywords":"Environmental science; Hydrology (agriculture); Deposition (geology); Soil science; Geology; Geotechnical engineering; Geomorphology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002534842,0.0001591655,0.0001659199,0.000005846861,0.0001446491,0.000031288,0.0002254306,0.00004522252,0.0001152335],"category_scores_gemma":[0.00001801684,0.0001374131,0.00001349642,0.00004082192,0.0001312114,0.0001307122,0.0009181816,0.0001997827,0.00000129673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001328193,"about_ca_system_score_gemma":0.0001084499,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8810217,"about_ca_topic_score_gemma":0.5663356,"domain_scores_codex":[0.9986994,0.00003896209,0.0002418941,0.0003841158,0.0003866125,0.0002489708],"domain_scores_gemma":[0.9993293,0.000144593,0.00006777656,0.0003573806,0.000001410021,0.00009951922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006179786,0.00005381572,0.9555635,0.000009581392,0.000006770735,0.00001665527,0.000245366,0.006394395,0.0369372,1.463817e-7,0.00000422531,0.0007621229],"study_design_scores_gemma":[0.0002951123,0.00001451349,0.6535865,0.0000567418,0.00003715864,0.00002472497,0.002044343,0.3429576,0.0005653819,0.0001788983,0.00003673614,0.0002023193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990419,0.00005461539,0.0001324336,0.0000403041,0.00005677202,0.00009275486,0.0001884686,0.000005473073,0.0003872469],"genre_scores_gemma":[0.9973952,0.00001274648,0.002424025,0.000006145905,0.00004680966,0.000005325397,0.00002022001,0.00001318562,0.00007632371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3365632,"threshold_uncertainty_score":0.5603542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0456185627507323,"score_gpt":0.2582671672557185,"score_spread":0.2126486045049862,"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."}}