{"id":"W4402857736","doi":"10.1093/iob/obae037","title":"Ocean Planning and Conservation in the Age of Climate Change: A Roundtable Discussion","year":2024,"lang":"en","type":"article","venue":"Integrative Organismal Biology","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Memorial University of Newfoundland","funders":"Division of Chemical, Bioengineering, Environmental, and Transport Systems; Fundação para a Ciência e a Tecnologia; H2020 Marie Skłodowska-Curie Actions; Havs- och Vattenmyndigheten; International Council for the Exploration of the Sea; European Commission; United Nations Educational, Scientific and Cultural Organization; National Science Foundation","keywords":"Globe; Climate change; Leverage (statistics); Environmental planning; Marine spatial planning; Environmental resource management; Geography; Political science; Oceanography; Computer science; Environmental science; Psychology; Geology","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":[0.05619349,0.001672205,0.001698075,0.001586603,0.01635595,0.02490348,0.008320553,0.05493249,0.02493775],"category_scores_gemma":[0.05105734,0.001054006,0.001826657,0.001657786,0.01555378,0.02944661,0.0208108,0.04248685,0.002962529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01179963,"about_ca_system_score_gemma":0.02162138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005191348,"about_ca_topic_score_gemma":0.006282506,"domain_scores_codex":[0.9715217,0.01812273,0.001253057,0.001888704,0.003460474,0.003753392],"domain_scores_gemma":[0.915439,0.0644794,0.001941439,0.001493682,0.005329004,0.01131754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001751803,0.0002296659,0.0005326566,0.0007345902,0.00005764295,0.001268524,0.02153606,0.001106646,0.0009119535,0.2035079,0.7057689,0.0641702],"study_design_scores_gemma":[0.00003048386,0.0000829428,0.0006115459,0.001133868,0.00001904948,0.0003181224,0.02892532,0.000593025,0.0002368592,0.06032503,0.907643,0.00008078873],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001133498,0.007016493,0.001210815,0.9630426,0.02255916,0.00005225874,0.00004402776,0.00003002911,0.004910926],"genre_scores_gemma":[0.07772662,0.02072319,0.007166923,0.8257832,0.04604448,0.0007184664,0.0002667751,0.0002443573,0.02132605],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05619349,"threshold_uncertainty_score":0.2971831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02355231283019909,"score_gpt":0.2765838417804606,"score_spread":0.2530315289502615,"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."}}