{"id":"W3119008036","doi":"10.1071/pc20009","title":"Empowering Indigenous agency through community-driven collaborative management to achieve effective conservation: Hawai‘i as an example","year":2021,"lang":"en","type":"article","venue":"Pacific Conservation Biology","topic":"Pacific and Southeast Asian Studies","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Children's Hospital Research Institute of Manitoba; Research Manitoba","funders":"Office for Coastal Management; National Oceanic and Atmospheric Administration; Australian Government; American Heart Association","keywords":"Indigenous; Agency (philosophy); Government (linguistics); Public relations; Stewardship (theology); Sustainability; Sociology; Indigenous rights; Environmental ethics; Political science; Corporate governance; Traditional knowledge; Public administration; Management; Ecology; Social science; Law; Politics; Economics","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001007717,0.0002354593,0.0003876379,0.0001050362,0.002435389,0.0001066156,0.0002973816,0.0001855556,0.0001944195],"category_scores_gemma":[0.0002659209,0.0002518718,0.00006671727,0.001165457,0.0004993595,0.0002671304,0.0001772211,0.0002803186,0.0002036343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001929343,"about_ca_system_score_gemma":0.0003700836,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008603522,"about_ca_topic_score_gemma":0.01160247,"domain_scores_codex":[0.9957495,0.002692871,0.0003724755,0.0004744405,0.0002230338,0.0004876968],"domain_scores_gemma":[0.9979527,0.0005926836,0.000171445,0.0004829752,0.0006444553,0.0001557508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001522542,0.0002458545,0.0465401,0.00002917155,0.0002661694,0.00003489418,0.7653409,0.000006689484,0.0007728701,0.1780389,0.001294804,0.007277437],"study_design_scores_gemma":[0.0005050107,0.0003767418,0.03047958,0.00003774065,0.00003773291,0.000004809329,0.6459518,0.000006714623,0.000157238,0.01860503,0.3034713,0.0003662354],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6954131,0.0002251918,0.004330962,0.006782526,0.0006167426,0.001465881,0.00009323019,0.0002160507,0.2908564],"genre_scores_gemma":[0.9920697,0.0002256987,0.002965932,0.001820693,0.0001081829,0.0003340369,0.0002320649,0.00001913078,0.002224528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3021765,"threshold_uncertainty_score":0.9999933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05465387601134994,"score_gpt":0.3595839163085945,"score_spread":0.3049300402972446,"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."}}