{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01179285,0.001019624,0.000684263,0.003238006,0.005526242,0.01324791,0.002111211,0.007181603,0.02438345],"category_scores_gemma":[0.02437635,0.0004955003,0.000868201,0.00268448,0.004312441,0.01496558,0.01344702,0.005232586,0.006978402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008629227,"about_ca_system_score_gemma":0.05143715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01137239,"about_ca_topic_score_gemma":0.01522527,"domain_scores_codex":[0.991714,0.002920857,0.0005934709,0.0003895819,0.002050551,0.002331608],"domain_scores_gemma":[0.9774824,0.003287263,0.001695788,0.001029355,0.007672075,0.00883309],"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":[0.0001118852,0.00009564906,0.004967992,0.001104902,0.00006404742,0.0006603987,0.003905754,0.0008622548,0.001209821,0.2093374,0.6142921,0.1633877],"study_design_scores_gemma":[0.00001250854,0.00007570857,0.004068049,0.00127683,0.00002521549,0.000251718,0.008557424,0.00030516,0.0002537457,0.07155422,0.9135754,0.00004406492],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.008670489,0.0244899,0.005409916,0.8072557,0.007381163,0.0002314608,0.001688854,0.0005454141,0.144327],"genre_scores_gemma":[0.5055243,0.1153812,0.04679891,0.2323544,0.01128069,0.002031794,0.00740095,0.0004869755,0.07874082],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02438345,"threshold_uncertainty_score":0.0815708,"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."}}