{"id":"W4308932224","doi":"10.1007/s42532-022-00132-8","title":"Advancing the scholarship and practice of stakeholder engagement in working landscapes: a co-produced research agenda","year":2022,"lang":"en","type":"review","venue":"Socio-Ecological Practice Research","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Northern British Columbia","funders":"Haub School of Environment and Natural Resources, University of Wyoming; National Institute of Food and Agriculture; Engineering and Physical Sciences Research Council; University of Wyoming; U.S. Department of Agriculture","keywords":"Stakeholder engagement; Stakeholder; Public engagement; Scholarship; Engaged scholarship; Community engagement; Public relations; Engineering ethics; Inclusion (mineral); Sociology; Political science; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.07623544,0.001250073,0.002903884,0.006685742,0.005475851,0.02508773,0.004594217,0.01085589,0.006424978],"category_scores_gemma":[0.07374359,0.0008151787,0.001801459,0.01033787,0.02608494,0.0302171,0.02664552,0.0117264,0.001543183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009004931,"about_ca_system_score_gemma":0.03179924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002380372,"about_ca_topic_score_gemma":0.003589696,"domain_scores_codex":[0.9342644,0.04815499,0.002831958,0.004837612,0.007927107,0.001983915],"domain_scores_gemma":[0.8347893,0.1374386,0.004329463,0.009901075,0.009877318,0.00366409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008632766,0.000190904,0.001303655,0.02514012,0.0001400168,0.001060006,0.09886621,0.001036316,0.001194196,0.537935,0.01900823,0.3140391],"study_design_scores_gemma":[0.00003749116,0.000132977,0.001148772,0.03971229,0.0001486864,0.0006347296,0.05687279,0.0005765159,0.001013075,0.1807898,0.7188421,0.00009077279],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01054589,0.6398517,0.06391717,0.1901327,0.008785944,0.0008724104,0.0001625234,0.0001982517,0.08553334],"genre_scores_gemma":[0.2723351,0.5888795,0.09053489,0.02515404,0.005376709,0.002614869,0.0003883636,0.000460188,0.01425638],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9945241,"threshold_uncertainty_score":0.4031764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6114517374235581,"score_gpt":0.5400110639740232,"score_spread":0.07144067344953486,"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."}}