{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001673731,0.0002553995,0.0003861833,0.00002556509,0.003881319,0.0001538207,0.001157296,0.0001345631,0.00005196272],"category_scores_gemma":[0.00006212016,0.0001231995,0.0002402389,0.0009296361,0.01053867,0.0001402763,0.001730722,0.0002845424,0.000008125564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001195073,"about_ca_system_score_gemma":0.00001918216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002749074,"about_ca_topic_score_gemma":0.00001300173,"domain_scores_codex":[0.9977583,0.0001355765,0.0002425657,0.0007475302,0.0007781188,0.0003379231],"domain_scores_gemma":[0.9990261,0.0003771144,0.0002571384,0.0002162281,0.00001488354,0.0001085999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002057428,0.0002457362,0.159019,0.005149515,0.0005105083,0.000006265979,0.001953225,0.0003808305,0.00000379255,0.001558435,0.000213091,0.8309391],"study_design_scores_gemma":[0.0005749597,0.0003509349,0.6187815,0.00285126,0.00201604,0.00001847336,0.003731328,0.009500817,0.00000392077,0.004736733,0.3560166,0.001417462],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1408461,0.8279417,0.000175396,0.0223621,0.0007691886,0.003900523,0.0003878617,0.0002322009,0.003384933],"genre_scores_gemma":[0.03602036,0.9633328,0.0002950114,0.0001760234,0.00002400261,0.00001336422,0.00000105856,0.00000351906,0.0001338346],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8295216,"threshold_uncertainty_score":0.9974155,"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."}}