{"id":"W4408817553","doi":"10.5194/oos2025-1218","title":"Towards Global Ecosystem-Based Management for Benthic Seamount Ecosystems","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Seamount; Ecosystem; Benthic zone; Environmental resource management; Ecosystem management; Ecosystem-based management; Marine ecosystem; Business; Environmental science; Oceanography; Ecology; Geology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01243002,0.001968985,0.0009991803,0.003135392,0.002436607,0.008277366,0.005067893,0.00497024,0.006027134],"category_scores_gemma":[0.007955892,0.0005100296,0.001166047,0.00323526,0.003602761,0.009581302,0.01410061,0.00637175,0.001602374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005812333,"about_ca_system_score_gemma":0.023527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01556911,"about_ca_topic_score_gemma":0.02151112,"domain_scores_codex":[0.9971201,0.0009892802,0.0002003226,0.0002898412,0.0009128925,0.0004875262],"domain_scores_gemma":[0.994575,0.0005582532,0.0005834741,0.0005263135,0.00193649,0.001820402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005077424,0.000366166,0.009420486,0.003092475,0.0004429269,0.0005433877,0.006676666,0.01842574,0.004066814,0.1823932,0.1987301,0.5757912],"study_design_scores_gemma":[0.00002083429,0.0001546953,0.009374245,0.004122232,0.0001594327,0.0001348737,0.01002275,0.005004041,0.001115064,0.1414776,0.8283197,0.00009461483],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0271681,0.07434323,0.1971546,0.55637,0.00812254,0.0008124725,0.001471159,0.002323554,0.1322345],"genre_scores_gemma":[0.272309,0.119261,0.5108604,0.06477799,0.001814681,0.00149698,0.003014457,0.0006354182,0.02583014],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01556911,"threshold_uncertainty_score":0.06573695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01724926417280993,"score_gpt":0.2619754621897009,"score_spread":0.244726198016891,"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."}}