{"id":"W4390032176","doi":"10.2139/ssrn.4653793","title":"Benefit-Sharing in International Law: How Does the Kunming-Montreal Global Biodiversity Framework Ensure Reciprocity?","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"International Maritime Law Issues","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Reciprocity (cultural anthropology); Biodiversity; International law; Environmental law; Reciprocity law; Political science; Law and economics; Law; Business; Environmental resource management; Economics; Sociology; Social science; Ecology; Mathematics; 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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001796985,0.0003725165,0.0003076165,0.00007246366,0.0003798423,0.0004662886,0.002481793,0.0004092621,0.0003847032],"category_scores_gemma":[0.0001968419,0.0002740867,0.0002658149,0.0002166254,0.000243341,0.0003264007,0.002848658,0.005063705,0.0003914203],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006810422,"about_ca_system_score_gemma":0.0001880116,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01876249,"about_ca_topic_score_gemma":0.1279412,"domain_scores_codex":[0.99598,0.00008185794,0.0003773878,0.0007147883,0.001082548,0.001763452],"domain_scores_gemma":[0.9989321,0.0001240643,0.0003793548,0.0004109823,0.00005952662,0.00009400489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002110416,0.0001970248,0.6634591,0.00001976021,0.0006654384,0.0001422798,0.001077781,0.008828239,0.00002007457,0.3153755,0.0006246445,0.009379185],"study_design_scores_gemma":[0.0002696836,0.00003736254,0.07924182,0.0001210811,0.00004039236,0.00009801339,0.0006757108,0.0004750982,0.00001767273,0.9166357,0.002059673,0.0003277767],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9483992,0.0004570875,0.0009293247,0.02888156,0.004049392,0.0005487067,0.0003436136,0.000168212,0.01622289],"genre_scores_gemma":[0.9927167,0.001460961,0.0003625768,0.0003567229,0.0006077077,0.00001326775,0.00007264203,0.0000207788,0.004388618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6012602,"threshold_uncertainty_score":0.9999712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01043487928728204,"score_gpt":0.2431488153091279,"score_spread":0.2327139360218459,"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."}}