{"id":"W2114962681","doi":"10.1016/j.ecolind.2011.04.036","title":"Detecting changes in ecosystem quality following long-term restoration efforts in Cootes Paradise Marsh","year":2011,"lang":"en","type":"article","venue":"Ecological Indicators","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Wetland; Marsh; Macrophyte; Environmental science; Water quality; Ecology; Restoration ecology; Zooplankton; Fishery; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001196207,0.0001427209,0.0002563171,0.0001417402,0.0001593585,0.00001054373,0.0002032633,0.0001676665,0.001169898],"category_scores_gemma":[0.0002422038,0.0001242851,0.00004557627,0.0003996062,0.00009793684,0.0001614003,0.0002839109,0.0001910729,0.0001582077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002912471,"about_ca_system_score_gemma":0.000004137339,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001293364,"about_ca_topic_score_gemma":0.112568,"domain_scores_codex":[0.9985123,0.0002459298,0.0003368321,0.0003843287,0.0001360826,0.0003844939],"domain_scores_gemma":[0.9994746,0.0001656416,0.0001598445,0.0001386913,0.000001324775,0.00005989739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001844867,0.0001819958,0.9982274,0.00001298479,0.00001022581,0.0001138634,0.0005862977,0.00001641311,0.00002704982,0.00008666702,0.00008862943,0.0006300764],"study_design_scores_gemma":[0.0002858264,0.0001152103,0.9986693,0.0000147298,0.000008070821,7.381987e-7,0.0001622064,0.00001618996,0.0002010218,0.0003172758,0.00005557482,0.0001538711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932804,0.00001280201,0.0000156437,0.0001449277,0.0002146711,0.0004343326,0.000001074562,0.00005463652,0.005841523],"genre_scores_gemma":[0.9993831,0.00001750197,0.0001071561,0.0002544777,0.00001307628,0.0001632302,0.000003407938,0.000006428117,0.00005163295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1124387,"threshold_uncertainty_score":0.9997432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03864940347003574,"score_gpt":0.2715974366573691,"score_spread":0.2329480331873334,"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."}}