{"id":"W4296025569","doi":"10.1038/s44183-022-00001-7","title":"Social equity is key to sustainable ocean governance","year":2022,"lang":"en","type":"article","venue":"npj Ocean Sustainability","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; The Quebec Population Health Research Network; Dalhousie University; Memorial University of Newfoundland; University of British Columbia; Fisheries and Oceans Canada","funders":"EarthLab, University of Washington; Ocean Nexus Center, EarthLab, University of Washington; Consortium of International Agricultural Research Centers; University of Washington","keywords":"Operationalization; Equity (law); Corporate governance; Private equity fund; Business; Political science; Public economics; Economics; Finance; Private equity; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01062332,0.0003043869,0.0004588477,0.00116141,0.003894704,0.009385839,0.0008165265,0.002300512,0.006257481],"category_scores_gemma":[0.01309589,0.0002096215,0.0003271913,0.001116294,0.02451124,0.006864133,0.01221949,0.003255164,0.0003570287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005472295,"about_ca_system_score_gemma":0.01227741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006755899,"about_ca_topic_score_gemma":0.008346993,"domain_scores_codex":[0.992292,0.003495601,0.0003382534,0.0006392525,0.001686583,0.00154824],"domain_scores_gemma":[0.9907183,0.003266576,0.001472345,0.0008218089,0.001863078,0.001857821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001338383,0.00001753677,0.004857851,0.00009542803,0.00002114453,0.00007293314,0.00242816,0.001214625,0.0002390049,0.96348,0.003241155,0.02431878],"study_design_scores_gemma":[0.000004650739,0.00001870714,0.003639585,0.0003504423,0.00001544321,0.00004239778,0.003910003,0.0005764316,0.0003046777,0.9461303,0.04499218,0.00001513008],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1304839,0.006565851,0.04540668,0.214668,0.0008708552,0.0001498514,0.0001977843,0.00007830532,0.6015788],"genre_scores_gemma":[0.9906684,0.001019191,0.002342779,0.002454099,0.0001854541,0.00003152716,0.00002643232,0.00001493074,0.003257221],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01062332,"threshold_uncertainty_score":0.05618215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008404960671110817,"score_gpt":0.2572653872572179,"score_spread":0.248860426586107,"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."}}