{"id":"W4412864269","doi":"10.1111/conl.13109","title":"Stakeholder Consensus on Conservation Priorities Across Scientific, NGO, and Governmental Sectors","year":2025,"lang":"en","type":"article","venue":"Conservation Letters","topic":"Economic and Environmental Valuation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Agencia Estatal de Investigación; General Secretariat for Research and Technology; Danmarks Grundforskningsfond; Agence Nationale de la Recherche; Directorate-General XII, Science, Research, and Development; National Research Foundation; Fundación Biodiversidad; European Commission; Biodiversa+; Innovationsfonden","keywords":"Stakeholder; Business; Environmental planning; Environmental resource management; Nature Conservation; Marine protected area; Political science; Geography; Public relations; Ecology; Economics; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005283607,0.000152896,0.00021074,0.0001149849,0.000350212,0.0002185769,0.00009309591,0.00007401415,0.0001492614],"category_scores_gemma":[0.00008890816,0.0001954443,0.00004643501,0.0001495735,0.0003457257,0.0002200961,0.00005125438,0.0001038156,0.000157225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004523591,"about_ca_system_score_gemma":0.00001885161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003370295,"about_ca_topic_score_gemma":0.0001153436,"domain_scores_codex":[0.9987662,0.0000235312,0.0004780003,0.0004547269,0.00005522193,0.0002222704],"domain_scores_gemma":[0.9993361,0.000132208,0.0002357403,0.0002406214,0.00001316926,0.00004212258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002422612,0.0000326721,0.9042675,0.00002875497,0.00004050186,9.937484e-7,0.0003941491,0.00006066748,0.002113556,0.06461941,0.02817434,0.000243226],"study_design_scores_gemma":[0.001039741,0.00002707063,0.9541815,0.00003283843,0.000006950669,0.000001708281,0.0006860525,0.001740984,0.001010049,0.002014667,0.03902091,0.0002375614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737358,0.0001688415,0.0006204649,0.0214471,0.0007873192,0.0002858644,0.0001941814,0.00004113327,0.002719294],"genre_scores_gemma":[0.9792426,0.00001969366,0.0003300976,0.01752879,0.00003431907,0.00003119645,0.00006784202,0.00001384602,0.00273159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06260474,"threshold_uncertainty_score":0.7969989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1187225407908978,"score_gpt":0.23243824288292,"score_spread":0.1137157020920221,"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."}}