{"id":"W4416330813","doi":"10.11628/ksppe.2025.28.5.733","title":"Policy Transfer Typology and Strategic Directions for Regional Adoption of the Global Biodiversity Framework","year":2025,"lang":"en","type":"article","venue":"Journal of people, plants, and environment","topic":"Policy Transfer and Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Operationalization; Comparability; Typology; Flexibility (engineering); Context (archaeology); Corporate governance; Biodiversity; Nexus (standard); Relevance (law)","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":[0.000214162,0.00004704988,0.0001107136,0.00004219782,0.0003003099,0.00001096918,0.00006920152,0.00007478776,0.0000137882],"category_scores_gemma":[0.00001872709,0.00003529521,0.00005687044,0.00006588405,0.0001971331,0.00004248443,0.000008726104,0.00009966408,3.710377e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005756904,"about_ca_system_score_gemma":0.00008870946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008842452,"about_ca_topic_score_gemma":0.0005755487,"domain_scores_codex":[0.9995244,0.00007775654,0.0001230593,0.00005997037,0.0001077979,0.0001070688],"domain_scores_gemma":[0.9997703,0.0001026768,0.00003640719,0.00003372458,0.000007945203,0.0000489633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005355044,0.0002892727,0.6957076,0.00009623777,0.0003062004,0.000002173235,0.0306505,0.000269891,0.0003497408,0.2615654,0.0007437349,0.009483813],"study_design_scores_gemma":[0.0005913227,0.000125412,0.9366898,0.00005102158,0.00009095453,0.00001657999,0.01169038,0.000006901322,0.00002176225,0.03307315,0.01756889,0.00007383926],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880941,0.0005100372,0.001380204,0.008468887,0.0001355275,0.00008459243,0.00007581239,0.000002397135,0.001248429],"genre_scores_gemma":[0.9921297,0.007457763,0.00009895409,0.0001907916,0.00007958198,7.517453e-7,0.000001101326,6.851202e-7,0.00004067725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2409822,"threshold_uncertainty_score":0.2309771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02418605064277669,"score_gpt":0.2814248105918152,"score_spread":0.2572387599490386,"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."}}