{"id":"W2283675648","doi":"10.1111/cobi.12681","title":"Using perceptions as evidence to improve conservation and environmental management","year":2016,"lang":"en","type":"review","venue":"Conservation Biology","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":871,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada; Liber Ero Foundation; Stichting Nederlands Oogheelkundig Onderzoek","keywords":"Conservation psychology; Adaptive management; Perception; Corporate governance; Community-based conservation; Legitimacy; Environmental resource management; Environmental planning; Natural resource management; Political science; Natural resource; Business; Psychology; Geography; Ecology; Economics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003996799,0.0003655187,0.0005283169,0.0001114977,0.0002430093,0.000033909,0.000264775,0.0002697128,0.00406672],"category_scores_gemma":[0.0001320862,0.0003010256,0.0001226903,0.000191238,0.0005487961,0.0002384765,0.000538942,0.0001500776,0.001413501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001230505,"about_ca_system_score_gemma":0.00005066596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002415183,"about_ca_topic_score_gemma":0.00002001682,"domain_scores_codex":[0.9977545,0.0003234887,0.0005710667,0.0008606032,0.0001568856,0.0003334308],"domain_scores_gemma":[0.9987877,0.0002342535,0.0002580092,0.0005131527,0.000005733943,0.0002011622],"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":[0.00001221394,0.00009000744,0.01440162,0.0007639766,0.00004566933,0.000002869226,0.0001764145,0.000001481444,0.0005448225,0.000540232,0.001544629,0.9818761],"study_design_scores_gemma":[0.0001206727,0.000082198,0.00667368,0.0007570833,0.0001336343,0.00002445823,0.0002633096,0.00003057155,0.000003453509,0.0005005801,0.9910175,0.0003929183],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04268159,0.9418839,0.003070668,0.00375407,0.0008249669,0.005611883,0.000230806,0.0001249769,0.001817127],"genre_scores_gemma":[0.001302729,0.9909778,0.002040651,0.002335668,0.00005478328,0.0003487333,0.0001321589,0.00003412406,0.002773377],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9894728,"threshold_uncertainty_score":0.9999442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0638611898621941,"score_gpt":0.3666479287761627,"score_spread":0.3027867389139686,"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."}}