{"id":"W4378620022","doi":"10.1098/rstb.2022.0196","title":"Disrupting and diversifying the values, voices and governance principles that shape biodiversity science and management","year":2023,"lang":"en","type":"review","venue":"Philosophical Transactions of the Royal Society B Biological Sciences","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of British Columbia; University of Guelph; Native Mental Health Association of Canada; Sciencetech (Canada); Simon Fraser University; Canadian Centre for Community Renewal; Dalhousie University; Parks Canada; University of Victoria","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; National Science Foundation; Pew Charitable Trusts; Simon Fraser University; Parks Canada","keywords":"Biodiversity; Corporate governance; Environmental resource management; Business; Political science; Environmental ethics; Environmental science; Ecology; Biology; Philosophy; Finance","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002879484,0.0006935889,0.0009245041,0.003347222,0.0008342695,0.003084062,0.0009818943,0.002376086,0.001554217],"category_scores_gemma":[0.004467612,0.0003214062,0.0004205857,0.004643915,0.00405097,0.00623678,0.001829849,0.004213991,0.0006382394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002213061,"about_ca_system_score_gemma":0.006127286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009020885,"about_ca_topic_score_gemma":0.01951035,"domain_scores_codex":[0.9990504,0.0003660471,0.00007278185,0.0001223949,0.0003006419,0.00008777643],"domain_scores_gemma":[0.9971168,0.001913801,0.0002327559,0.000109058,0.000491788,0.0001358848],"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":[0.00002682329,0.00003703666,0.0004025407,0.01603136,0.00007798393,0.00008742494,0.001415951,0.0004597137,0.000689332,0.06001634,0.02561404,0.8951415],"study_design_scores_gemma":[0.000004771171,0.00004115218,0.001400621,0.01248842,0.00005039369,0.0002498951,0.00118812,0.00006968895,0.0001859666,0.01560636,0.9686877,0.00002690392],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001662591,0.9960013,0.0002212956,0.001734116,0.0002658889,0.000002851435,0.000004925062,0.000004645955,0.001598745],"genre_scores_gemma":[0.0025077,0.9952077,0.000422223,0.001115213,0.0002455615,0.000007261991,0.00001575105,0.000003629969,0.0004749529],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9991657,"threshold_uncertainty_score":0.01793677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1527957152587852,"score_gpt":0.2909613685991013,"score_spread":0.1381656533403161,"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."}}