{"id":"W4409418465","doi":"10.1002/ecs2.70248","title":"Occurrence patterns and trends of frogs in coastal wetlands of the Great Lakes call for further habitat restoration","year":2025,"lang":"en","type":"article","venue":"Ecosphere","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; University of Calgary; Birds Canada","funders":"Wildlife Habitat Canada; Environment and Climate Change Canada; U.S. Environmental Protection Agency","keywords":"Wetland; Habitat; Ecology; Geography; Fishery; Environmental science; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003588813,0.00009547616,0.0001225744,0.0004830594,0.0002656246,0.0003410482,0.0001997103,0.0001942937,0.001332695],"category_scores_gemma":[0.0006468509,0.0000890001,0.0001631072,0.0004038067,0.0002875002,0.0002639674,0.0002406631,0.000228037,0.00008588764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002933502,"about_ca_system_score_gemma":0.0003153209,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01223518,"about_ca_topic_score_gemma":0.03744625,"domain_scores_codex":[0.9998759,0.00004282698,0.000009666865,0.00002634803,0.00002079678,0.00002450483],"domain_scores_gemma":[0.9992267,0.0001016425,0.0003739679,0.00003293038,0.0001005122,0.0001643291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001377666,0.00000962823,0.9974899,0.000008276324,0.00001156629,0.00002629759,0.00008391043,0.00004555692,0.000646467,0.00001569209,0.0001196979,0.001529043],"study_design_scores_gemma":[5.276617e-7,0.000007984383,0.9997128,0.000001868054,0.000001852137,0.00001893014,0.00009974746,0.00006847864,0.00001721721,0.000005597633,0.00006447431,6.110845e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999426,0.00006047562,0.00004818383,0.0000870115,0.000001766158,0.000003893583,0.0001063445,0.000004298593,0.0002620463],"genre_scores_gemma":[0.9995358,0.00004632063,0.0001240576,0.00001968848,0.000006461144,0.000004547782,0.0001095092,7.467158e-7,0.0001529478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9877648,"threshold_uncertainty_score":0.02432793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006361644787054344,"score_gpt":0.2175282226556298,"score_spread":0.2111665778685755,"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."}}