{"id":"W2150819542","doi":"10.1525/bio.2013.63.8.5","title":"Improving Ocean Management through the Use of Ecological Principles and Integrated Ecosystem Assessments","year":2013,"lang":"en","type":"article","venue":"BioScience","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nature Conservancy; Gordon and Betty Moore Foundation; David and Lucile Packard Foundation","keywords":"Stewardship (theology); Environmental resource management; Ecosystem; Ecosystem-based management; Vulnerability (computing); Marine ecosystem; Ecosystem management; Ecosystem services; Environmental science; Environmental planning; Geography; Ecology; Computer science; Political science","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":[0.0001777433,0.00009512626,0.00008322825,0.00001541085,0.0001356177,0.0001068851,0.000315815,0.00001833529,0.0003048638],"category_scores_gemma":[0.00002447707,0.00005256023,0.00002177935,0.0002328689,0.0002423896,0.0004155767,0.0031728,0.00004711264,0.00004668538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005828884,"about_ca_system_score_gemma":0.000003639101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001313969,"about_ca_topic_score_gemma":0.000192033,"domain_scores_codex":[0.9990534,0.00003877986,0.0001753737,0.0002841502,0.0002454603,0.0002028686],"domain_scores_gemma":[0.9995965,0.0000377933,0.00009225036,0.000222688,0.000007677085,0.00004311291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000024069,0.0007987848,0.1487748,0.0002108365,0.00005302275,0.00002667292,0.0006175912,0.002139504,0.01920805,0.03271836,0.0119991,0.7834292],"study_design_scores_gemma":[0.0002946209,0.0002715696,0.8231582,0.00003273101,0.00002713511,0.000006921962,0.0009732905,0.04785473,0.000862334,0.001588398,0.1246378,0.0002922186],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792591,0.00000425096,0.003492211,0.0004221799,0.0001122993,0.0006716244,0.000004468535,0.00003085409,0.01600307],"genre_scores_gemma":[0.990886,0.00001900972,0.006700856,0.0002183879,0.000004088281,0.00001836715,8.829616e-7,0.000003072684,0.002149391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.783137,"threshold_uncertainty_score":0.3954668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04046373757587677,"score_gpt":0.2359816088903332,"score_spread":0.1955178713144564,"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."}}