{"id":"W4408816201","doi":"10.1163/15718085-20261025","title":"Environmental Impact Assessment Under the Biodiversity Beyond National Jurisdiction Agreement and the Equivalence Exception","year":2025,"lang":"en","type":"preprint","venue":"The International Journal of Marine and Coastal Law","topic":"International Maritime Law Issues","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Balsillie School of International Affairs","funders":"","keywords":"Jurisdiction; Obligation; Environmental resource management; Equivalence (formal languages); Political science; Environmental impact assessment; Environmental planning; Law; Law and economics; Geography; Environmental science; Mathematics; Sociology","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001396502,0.0002163919,0.0001951454,0.00004783551,0.0003257188,0.0002604628,0.0009095073,0.00007565254,0.001369022],"category_scores_gemma":[0.00002070877,0.0001114599,0.0001870563,0.00003777828,0.001037734,0.000247073,0.004197749,0.0006207668,0.00001652188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004987029,"about_ca_system_score_gemma":0.00006451669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004070792,"about_ca_topic_score_gemma":0.0009100524,"domain_scores_codex":[0.9974859,0.0002022884,0.0004183173,0.0002214749,0.001533329,0.0001387333],"domain_scores_gemma":[0.9988537,0.0003393722,0.0005061561,0.0001604004,0.0000902224,0.00005017532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.006581225,0.001653353,0.2122036,0.0000901842,0.007679008,0.0001259981,0.0044513,0.0567788,0.002289099,0.5774978,0.03943809,0.09121153],"study_design_scores_gemma":[0.003697505,0.0002788645,0.6411889,0.0001495862,0.0004578319,0.0005405174,0.0007068328,0.006353438,0.0002424952,0.3224297,0.02349738,0.0004569432],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8994549,0.000229126,0.001146651,0.03660038,0.001419396,0.000550855,0.0004500967,0.00001178449,0.06013681],"genre_scores_gemma":[0.995607,0.0007934013,0.0001494706,0.001943696,0.0002828292,0.000009714707,0.00005261418,0.00000459698,0.001156649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4289853,"threshold_uncertainty_score":0.9995438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009329935244876048,"score_gpt":0.2679243925571733,"score_spread":0.2585944573122972,"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."}}