{"id":"W3023664059","doi":"10.3366/gels.2020.0004","title":"Balancing Environmental Protection and Offshore Petroleum Developments in Guyana","year":2020,"lang":"en","type":"article","venue":"Global Energy Law and Sustainability","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Convention on Biological Diversity; Environmental planning; Legislation; Environmental resource management; Business; Sustainable development; Government (linguistics); Environmental law; Sustainability; Marine conservation; Environmental protection; Scope (computer science); Seascape; Biodiversity; Marine protected area; Geography; Political science; Ecology; Environmental science; Law; Habitat","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":[],"consensus_categories":[],"category_scores_codex":[0.00005735986,0.0001440747,0.000163273,0.0000137009,0.00006481406,0.00001901952,0.00003882923,0.00005477569,0.000003327736],"category_scores_gemma":[0.00002490759,0.0001458125,0.00001730125,0.00007890685,0.00005343512,0.00008077484,0.00008834764,0.00009578503,2.857431e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002396349,"about_ca_system_score_gemma":0.0000117386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003845707,"about_ca_topic_score_gemma":0.0003088575,"domain_scores_codex":[0.9993262,0.00001823772,0.0001481775,0.0002059027,0.00008012343,0.000221389],"domain_scores_gemma":[0.9998205,0.000008318159,0.000008750689,0.00006563919,0.000008189713,0.00008858569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002356197,0.0001815143,0.6214083,0.002648508,0.0002785275,0.0002002831,0.002444207,0.1157394,0.0002976706,0.1167788,0.0003408728,0.1394463],"study_design_scores_gemma":[0.001655364,0.0002409168,0.688364,0.00003480192,0.00003157211,0.0000290402,0.002439032,0.1258055,0.0003862809,0.005345801,0.1746342,0.001033393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857048,0.0009613751,0.004263445,0.0003309737,0.00007959017,0.0001556308,0.00001120477,0.0001860639,0.008306866],"genre_scores_gemma":[0.9996548,0.00008765406,0.00008434452,0.00009224822,0.00003035997,0.00002441555,0.000004848036,0.000007607936,0.00001370498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1742934,"threshold_uncertainty_score":0.594606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003286087749003906,"score_gpt":0.1665954529403875,"score_spread":0.1633093651913836,"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."}}