{"id":"W4254595876","doi":"10.2172/1044991","title":"Critical Infrastructure for Ocean Research and Societal Needs in 2030","year":2011,"lang":"en","type":"report","venue":"","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Naval Research; Office of Science; U.S. Geological Survey; National Oceanic and Atmospheric Administration; Hamilton Health Sciences Foundation; Bureau of Ocean Energy Management; Australian Government; Centers for Disease Control and Prevention; National Aeronautics and Space Administration; U.S. Department of Homeland Security; U.S. Department of Justice; U.S. Department of State; U.S. Department of Transportation; University of Washington; National Science Foundation; National Institutes of Health; U.S. Department of Health and Human Services; U.S. Army Corps of Engineers; U.S. Department of Commerce; U.S. Department of Energy; U.S. Department of Defense; Smithsonian Institution","keywords":"Ocean observations; Plan (archaeology); Multidisciplinary approach; Ocean science; Business; Suite; Order (exchange); Environmental resource management; Environmental planning; Environmental science; Oceanography; Political science; Geography; Meteorology; Finance","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005288273,0.0002395147,0.0003471338,0.0005888643,0.00003771127,0.00004942215,0.0002060837,0.0008508642,0.00004223562],"category_scores_gemma":[0.0005651059,0.0002181872,0.00006049069,0.0002735365,0.0001807944,0.00006338902,0.0001106272,0.001195259,0.000003104737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001601855,"about_ca_system_score_gemma":0.00009372047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002748372,"about_ca_topic_score_gemma":0.00001139221,"domain_scores_codex":[0.9987332,0.000005823639,0.0002419281,0.000216401,0.0002946319,0.0005080099],"domain_scores_gemma":[0.9992382,0.0002339218,0.000008350281,0.0002626934,0.0001933579,0.00006347997],"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":[0.00001272693,0.00004981048,0.002342316,0.006098534,0.0002336244,0.00005997678,0.0007460937,0.0007613557,0.0001889966,0.02325801,0.8970547,0.06919388],"study_design_scores_gemma":[0.0007876526,0.000591607,0.009255933,0.0008963821,0.00007660619,0.0002522931,0.002319628,0.01304601,0.003010544,0.05287891,0.9148455,0.002038924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1593245,0.03318485,0.02015143,0.0007296934,0.009750495,0.00397859,0.0004908676,0.01051799,0.7618716],"genre_scores_gemma":[0.9875752,0.002465771,0.006241692,0.000003162947,0.0003710893,0.00008422732,0.00003682823,0.0001346539,0.003087376],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8282506,"threshold_uncertainty_score":0.8897415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07710846979664056,"score_gpt":0.3449314057239213,"score_spread":0.2678229359272808,"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."}}