{"id":"W3023751117","doi":"10.5751/es-11503-250210","title":"A review of Indigenous knowledge and participation in environmental monitoring","year":2020,"lang":"en","type":"review","venue":"Ecology and Society","topic":"Indigenous Knowledge Systems and Agriculture","field":"Agricultural and Biological Sciences","cited_by":151,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Jacobs Research Funds; University of Victoria","keywords":"Environmental resource management; Indigenous; Citizen science; Environmental planning; Traditional knowledge; Environmental monitoring; Geography; Political science; Business; Ecology; Environmental science; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.00301487,0.0007829529,0.00187536,0.006229322,0.0006489058,0.001887158,0.001073834,0.00141561,0.003252216],"category_scores_gemma":[0.006474262,0.0004250428,0.001275776,0.009241085,0.001077592,0.002498106,0.001285619,0.001427978,0.0003759466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001764476,"about_ca_system_score_gemma":0.007016718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008382015,"about_ca_topic_score_gemma":0.0151893,"domain_scores_codex":[0.9985223,0.0004875427,0.0003373643,0.0001684512,0.0004005704,0.00008380212],"domain_scores_gemma":[0.9944193,0.004298044,0.0005504611,0.00007883821,0.0005307315,0.0001226041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000652848,0.00006159309,0.0004344358,0.3207109,0.0004167957,0.0002301573,0.001775012,0.0002816171,0.0004599564,0.006443047,0.01546636,0.6536549],"study_design_scores_gemma":[0.00001400916,0.0001150077,0.005250098,0.2599603,0.001225358,0.001113615,0.001442278,0.00009421812,0.0002583629,0.00239849,0.728078,0.00005035779],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001078308,0.9992663,0.00003462136,0.0001686883,0.00007842327,0.000003575855,0.0000102857,0.000001118985,0.0003291538],"genre_scores_gemma":[0.0008870605,0.9988255,0.00007116959,0.00009195504,0.00003918258,0.000005270052,0.00001266147,5.116863e-7,0.00006666734],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008382015,"threshold_uncertainty_score":0.01666647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02397893866453129,"score_gpt":0.2803476813876416,"score_spread":0.2563687427231103,"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."}}