{"id":"W2534626328","doi":"10.1017/s0954102016000481","title":"Delivering 21st century Antarctic and Southern Ocean science","year":2016,"lang":"en","type":"article","venue":"Antarctic Science","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"British Antarctic Survey; Australian Antarctic Division; Natural Environment Research Council; Polar Research Institute of China; Institut Polaire Français Paul Emile Victor; Institut chilien de l'Antarctique; Korea Polar Research Institute; Sight Research UK; National Institute of Polar Research; Alberta Agricultural Research Institute; Antarctica New Zealand; Tinker Foundation; Norsk Polarinstitutt; Scientific Committee on Antarctic Research; National Science Foundation","keywords":"Interoperability; Scope (computer science); Computer science; Process (computing); Environmental resource management; Environmental science; World Wide Web","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":[0.01330439,0.0009582344,0.0005572761,0.002550791,0.002520098,0.007539166,0.001438437,0.003605692,0.02779228],"category_scores_gemma":[0.01327134,0.0003509202,0.0009882621,0.001828315,0.002090807,0.005505289,0.01561,0.004648592,0.01028161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005244801,"about_ca_system_score_gemma":0.02589929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01150902,"about_ca_topic_score_gemma":0.01202524,"domain_scores_codex":[0.9956682,0.000823328,0.0001801454,0.0003103551,0.002239614,0.0007782819],"domain_scores_gemma":[0.99084,0.001024178,0.000510075,0.0009125673,0.003446148,0.003267064],"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":[0.00006351587,0.0001361907,0.002313401,0.0009087837,0.00008470105,0.0002550698,0.001549854,0.001178924,0.004688176,0.1801125,0.5407216,0.2679873],"study_design_scores_gemma":[0.000009489826,0.00002727522,0.001323135,0.0002766275,0.000008435461,0.00007013102,0.0005803208,0.0002353511,0.0006665096,0.02155682,0.9752352,0.00001071274],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01521104,0.07164481,0.04604355,0.5047199,0.05156182,0.0004987334,0.004295053,0.002438217,0.3035869],"genre_scores_gemma":[0.2528039,0.1251897,0.1839488,0.1363085,0.02419034,0.0007513442,0.00840701,0.001827352,0.2665732],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02779228,"threshold_uncertainty_score":0.09297442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01593262832823797,"score_gpt":0.2145455444104584,"score_spread":0.1986129160822205,"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."}}