{"id":"W4283260741","doi":"10.1080/26395916.2022.2085807","title":"Engaging at the science-policy interface as an early-career researcher: experiences and perceptions in biodiversity and ecosystem services research","year":2022,"lang":"en","type":"article","venue":"Ecosystems and People","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Credibility; Sustainability; Perception; Public relations; Science policy; Political science; Facilitation; Public engagement; Business; Psychology; Public administration; Ecology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03078512,0.000352204,0.0008412219,0.001741111,0.008812325,0.009442706,0.001440221,0.00294404,0.003815132],"category_scores_gemma":[0.04397498,0.0006968467,0.00063655,0.001530373,0.01120963,0.008427091,0.01189101,0.005235081,0.0005766593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002468124,"about_ca_system_score_gemma":0.004807233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004888225,"about_ca_topic_score_gemma":0.005330064,"domain_scores_codex":[0.9630318,0.02875659,0.001237244,0.001057358,0.00273309,0.003183972],"domain_scores_gemma":[0.9424294,0.03590968,0.004434982,0.001386102,0.004040197,0.01179974],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005699014,0.00009821783,0.01581338,0.000199244,0.00001374927,0.001014531,0.9734095,0.00004300627,0.000614423,0.001369083,0.000759845,0.006607991],"study_design_scores_gemma":[0.000005607545,0.0001226236,0.004435532,0.0001907899,0.000006530506,0.0006799845,0.9811062,0.00007041924,0.0001269791,0.0005206804,0.01270563,0.00002900022],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849466,0.001643659,0.0009005977,0.005870498,0.0001157502,0.00005173471,0.00002907367,0.00001346634,0.006428565],"genre_scores_gemma":[0.9950899,0.001261644,0.0005422702,0.00142559,0.00004195095,0.0000460129,0.00002620361,0.00001673455,0.001549746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9692149,"threshold_uncertainty_score":0.1628093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04104893574344443,"score_gpt":0.3168086434582676,"score_spread":0.2757597077148232,"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."}}