{"id":"W4379113640","doi":"10.53819/81018102t5173","title":"Effects of Human Encroachment on Wetlands: A Case of Boreal Shield, Canada","year":2023,"lang":"en","type":"article","venue":"Journal of Agriculture","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Wetland; Wildlife; Urbanization; Environmental science; Ecosystem services; Threatened species; Environmental protection; Biodiversity; Ecosystem; Ecology; Habitat","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000434947,0.0002823241,0.000265458,0.001852202,0.01038183,0.001681658,0.0009468117,0.0007561449,0.001605852],"category_scores_gemma":[0.0009062013,0.0001875757,0.000481376,0.002989669,0.002254257,0.000526398,0.001666789,0.001271022,0.00008771788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03205832,"about_ca_system_score_gemma":0.03534925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9911266,"about_ca_topic_score_gemma":0.9975039,"domain_scores_codex":[0.9991564,0.00008918253,0.00001827302,0.00004482955,0.0002161493,0.0004751725],"domain_scores_gemma":[0.9986885,0.0001058402,0.0001555294,0.00003955021,0.0004435045,0.0005671844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001852089,0.0003270337,0.8436154,0.000143312,0.0001082185,0.04554853,0.06718722,0.0008675094,0.00175174,0.004326805,0.007814907,0.02812415],"study_design_scores_gemma":[0.00001314934,0.00005642239,0.7855798,0.0001093107,0.00006445974,0.004221876,0.1969749,0.0009823132,0.0002076252,0.0003667777,0.0113642,0.00005908664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920994,0.0003128375,0.00004316859,0.00122338,0.00001292219,0.00002098335,0.0002059948,0.000003576054,0.006077799],"genre_scores_gemma":[0.9969141,0.0005717939,0.000105212,0.0002858652,0.000005951661,0.000005004761,0.0001062431,0.000003163714,0.002002596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03205832,"threshold_uncertainty_score":0.2326006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004328376199067389,"score_gpt":0.2091514864054418,"score_spread":0.2048231102063744,"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."}}