{"id":"W2064842038","doi":"10.1016/j.ecolind.2008.02.001","title":"Comparative study of ecological indices for assessing human-induced disturbance in coastal wetlands of the Laurentian Great Lakes","year":2008,"lang":"en","type":"article","venue":"Ecological Indicators","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Wetland; Macrophyte; Environmental science; Water quality; Ecology; Aquatic plant; Index (typography); Hydrology (agriculture); Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001088034,0.0002188612,0.0001475077,0.001595465,0.0003069253,0.0005068287,0.0002060939,0.0001300032,0.0001925581],"category_scores_gemma":[0.002100043,0.00007165149,0.0001417344,0.001264332,0.0004163651,0.0002890856,0.0003455716,0.0001388276,0.00003105829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001021468,"about_ca_system_score_gemma":0.0004995762,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04532005,"about_ca_topic_score_gemma":0.12054,"domain_scores_codex":[0.9997036,0.0001233529,0.00002106103,0.00003424742,0.00008414839,0.00003351603],"domain_scores_gemma":[0.9988193,0.0004040107,0.0002706045,0.0000459199,0.0003219551,0.000138208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002109375,0.00006864683,0.9888916,0.00001334825,0.00006044615,0.00004914021,0.0007431944,0.000535141,0.002181472,0.00008389019,0.00005966409,0.007102626],"study_design_scores_gemma":[0.000001939876,0.00005346333,0.9987086,9.391243e-7,0.000005761355,0.00001730293,0.0002873077,0.0006506918,0.0001919144,0.00001068696,0.00006958604,0.000001852091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999668,0.00001875045,0.00006962485,0.000003115867,4.032722e-7,0.000003230209,0.0000329156,0.000001180934,0.0002028015],"genre_scores_gemma":[0.9995901,0.00001487933,0.0002384337,0.000001692599,9.377364e-7,0.000004926558,0.00006987552,6.798361e-7,0.00007857522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.95468,"threshold_uncertainty_score":0.09011251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04058392728286184,"score_gpt":0.2925321715648048,"score_spread":0.2519482442819429,"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."}}