{"id":"W2984236828","doi":"10.1016/j.oneear.2019.10.012","title":"A Roadmap for Using the UN Decade of Ocean Science for Sustainable Development in Support of Science, Policy, and Action","year":2019,"lang":"en","type":"article","venue":"One Earth","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":325,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of British Columbia","funders":"Commonwealth Scientific and Industrial Research Organisation; Australian Institute of Marine Science; Colorado State University; United Nations Educational, Scientific and Cultural Organization","keywords":"Action (physics); Ocean science; Sustainable development; Political science; Science policy; Engineering ethics; Engineering; Public administration; Oceanography; Geology; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0009361086,0.00004707124,0.00007563488,0.0001221802,0.0001461519,0.00001979394,0.000169697,0.000009081597,0.00003274706],"category_scores_gemma":[0.00006060356,0.00003599489,0.00001294795,0.0006251782,0.000508388,0.0002608991,0.0008091144,0.00001949095,0.000001016122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009136996,"about_ca_system_score_gemma":0.0001649201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005835284,"about_ca_topic_score_gemma":0.0001404488,"domain_scores_codex":[0.9992132,0.00000423352,0.0001259909,0.0001779402,0.0002296522,0.0002489747],"domain_scores_gemma":[0.9997417,0.0000191577,0.00006640988,0.0001118734,0.00002720224,0.00003366976],"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":[0.0003698386,0.0007267793,0.1267114,0.0007618399,0.0000266497,0.000001898011,0.008033128,0.006764019,0.351319,0.1184719,0.0003084782,0.3865051],"study_design_scores_gemma":[0.001970455,0.0006625275,0.5138583,0.00003759052,0.00002173957,0.000004913023,0.005329422,0.009364132,0.4001446,0.01139377,0.05687215,0.000340388],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934629,0.000001809577,0.001051235,0.0001400861,0.00001909691,0.0006102615,0.000001001334,0.000002592628,0.004711007],"genre_scores_gemma":[0.9932447,0.000001775906,0.004537077,0.00004424355,0.000005254058,0.000006141282,5.164466e-7,0.000002758564,0.002157512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3871469,"threshold_uncertainty_score":0.1873177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01609168289039271,"score_gpt":0.2596753527642743,"score_spread":0.2435836698738816,"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."}}