{"id":"W2901720426","doi":"10.1093/icesjms/fsy169","title":"Clarifying mandates for marine ecosystem-based management","year":2018,"lang":"en","type":"article","venue":"ICES Journal of Marine Science","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"European Commission","keywords":"Ecosystem; Ecosystem-based management; Environmental resource management; Marine ecosystem; Ecosystem management; Business; Ecosystem approach; Coastal ecosystem; Environmental planning; Natural resource economics; Environmental science; Ecology; Economics; Biology","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":[0.0019259,0.0001556146,0.0001919057,0.0002111125,0.0003384771,0.000160003,0.001018122,0.00002257424,0.001935941],"category_scores_gemma":[0.00005725657,0.000119942,0.00009991539,0.0006144232,0.0004357476,0.0005979408,0.007173701,0.0001014514,0.00009704915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001777938,"about_ca_system_score_gemma":0.00002796513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009334573,"about_ca_topic_score_gemma":0.0004042973,"domain_scores_codex":[0.998051,0.00002239732,0.0004384878,0.0003130829,0.0007563232,0.0004187294],"domain_scores_gemma":[0.9990236,0.00004913262,0.0003735556,0.0002795692,0.00009760792,0.0001765417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001974373,0.0001662425,0.02621916,0.0001025637,0.00002930671,0.00003638309,0.00006051302,0.0007447172,0.001594195,0.001416455,0.002823454,0.9666096],"study_design_scores_gemma":[0.005866291,0.003969895,0.2544851,0.0002915879,0.0003217741,0.0001962001,0.0005231843,0.03297574,0.01811216,0.06198503,0.6200154,0.001257534],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3886468,0.00001424381,0.02412295,0.002396547,0.001831819,0.000880061,0.000006833083,0.00005467,0.5820461],"genre_scores_gemma":[0.9595976,0.00002148058,0.03775313,0.0003491405,0.0001987733,0.000009823134,0.000001508498,0.00001080565,0.002057726],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9653521,"threshold_uncertainty_score":0.9989764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01009648411021581,"score_gpt":0.2475798456939041,"score_spread":0.2374833615836883,"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."}}