{"id":"W4411036206","doi":"10.1088/2752-664x/addd27","title":"Anti-racist, decolonial, and transdisciplinary approaches for nature-based solutions that benefit biodiversity and human well-being","year":2025,"lang":"en","type":"article","venue":"Environmental Research Ecology","topic":"Environmental and Cultural Studies in Latin America and Beyond","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Concordia University","funders":"","keywords":"Biodiversity; Environmental ethics; Sociology; Epistemology; Environmental resource management; Environmental science; Ecology; Philosophy; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.00041234,0.0001991926,0.0002387818,0.00006821163,0.002760208,0.00003615447,0.0002269289,0.0002085283,0.0008914926],"category_scores_gemma":[0.00001429298,0.0001759182,0.00006620386,0.0001354692,0.003658246,0.0001343497,0.0009748592,0.0003337117,0.00005904849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00032205,"about_ca_system_score_gemma":0.000005061664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004720634,"about_ca_topic_score_gemma":0.0002996959,"domain_scores_codex":[0.9982219,0.00009939868,0.0001610094,0.000635991,0.0002527806,0.0006288783],"domain_scores_gemma":[0.9993782,0.0002711592,0.00004250576,0.0001756775,0.000001802461,0.0001306805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001403278,0.0008624101,0.9687815,0.00005220334,0.00008609329,0.00001179883,0.001020163,0.0001065309,0.01395887,0.00147143,0.0024639,0.01104476],"study_design_scores_gemma":[0.0008826121,0.0005689837,0.9780298,0.000009627777,0.00004029622,0.000004917688,0.001848403,0.000321496,0.002393101,0.004467478,0.01119617,0.0002370863],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881296,0.000328827,0.00006764937,0.002539472,0.00007435927,0.0006653414,0.00004159336,0.00001827693,0.008134943],"genre_scores_gemma":[0.9977018,0.0002805036,0.0005576441,0.0003372902,0.00002226493,0.0001183833,0.00004845637,0.000007801478,0.000925843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01156577,"threshold_uncertainty_score":0.9990532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03988507164472112,"score_gpt":0.3056955209593756,"score_spread":0.2658104493146545,"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."}}