{"id":"W3157655266","doi":"10.1139/facets-2020-0085","title":"Free Fallin’? The decline in evidence-based decision-making by Canada’s protected areas managers","year":2021,"lang":"en","type":"article","venue":"FACETS","topic":"Economic and Environmental Valuation","field":"Economics, Econometrics and Finance","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Vancouver Island University; Alberta Environment and Protected Areas; University of Alberta; University of British Columbia; Wilfrid Laurier University","funders":"","keywords":"Indigenous; Accountability; Traditional knowledge; Value (mathematics); Public relations; Business; Perception; Environmental resource management; Scientific evidence; Evidence-based policy; Political science; Psychology; Ecology; Economics; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004526478,0.0001112507,0.0001976444,0.00004916855,0.00008859165,0.00005333476,0.0002883263,0.00006172191,0.0008576682],"category_scores_gemma":[0.0005974653,0.000112023,0.00004752783,0.000146884,0.00002744197,0.0001441733,0.0001089687,0.0001377284,0.0001050322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004728736,"about_ca_system_score_gemma":0.0001225279,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06449224,"about_ca_topic_score_gemma":0.3136914,"domain_scores_codex":[0.9989307,0.0000277811,0.0004373748,0.0003378543,0.00005728693,0.0002090364],"domain_scores_gemma":[0.9991179,0.000237319,0.0001692262,0.0004260819,0.000009277112,0.0000402413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000710614,0.0001742629,0.8689284,0.00004617151,0.0000726361,0.0000510008,0.0002576007,0.03344548,0.0002112287,0.003454565,0.07846593,0.01482159],"study_design_scores_gemma":[0.001362934,0.00002810487,0.8961716,0.0002244265,0.000007336227,0.000003155396,0.0002081884,0.02204714,0.000603582,0.01509413,0.06385118,0.0003982822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979875,0.003970317,0.004543481,0.009199546,0.0002637386,0.0003312321,0.0001787999,0.00001378334,0.001624104],"genre_scores_gemma":[0.9959221,0.0001564481,0.0008190444,0.002622623,0.00002452763,0.00004315146,0.00002735353,0.00001483071,0.0003699363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2491992,"threshold_uncertainty_score":0.9417374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0694775864689082,"score_gpt":0.2257655041959609,"score_spread":0.1562879177270527,"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."}}