{"id":"W7007970774","doi":"","title":"Antarctica and the Earth System (1st Edition)","year":2025,"lang":"en","type":"other","venue":"NERC Open Research Archive (Natural Environment Research Council)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"British Antarctic Survey; Division of Ocean Sciences; Australian Antarctic Division; Natural Sciences and Engineering Research Council of Canada; Korea Institute of Marine Science and Technology promotion; Ministry of Oceans and Fisheries; Canada Research Chairs; European Commission; Scientific Committee on Antarctic Research; University of Southampton; Leverhulme Trust; Commonwealth Scientific and Industrial Research Organisation; Australian Government; Challenger Society for Marine Science; European Geosciences Union; National Aeronautics and Space Administration; Natural Environment Research Council; UK Research and Innovation; Shaanxi Administration of Traditional Chinese Medicine; National Science Foundation","keywords":"Earth system science; Wilderness; Earth (classical element); Planet; Global climate; Ocean current; Global change","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":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","sts","open_science","insufficient_payload"],"category_scores_codex":[0.07075088,0.001249794,0.001762519,0.002079646,0.003341633,0.003024578,0.008060715,0.0006434639,0.008280672],"category_scores_gemma":[0.008891148,0.0008375261,0.0003632128,0.001800606,0.01643126,0.0006179183,0.01919703,0.01206569,0.02053137],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.008388973,"about_ca_system_score_gemma":0.007432118,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03708834,"about_ca_topic_score_gemma":0.009254058,"domain_scores_codex":[0.9467726,0.01699485,0.0010286,0.003865918,0.02694861,0.004389445],"domain_scores_gemma":[0.9827149,0.008955975,0.0003431138,0.00502193,0.001760591,0.001203513],"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":[0.002953401,0.0002932592,0.00002009347,0.0006990963,0.000671738,0.0003390019,0.0003621934,0.000007103008,0.0008189933,0.08157452,0.9080497,0.00421088],"study_design_scores_gemma":[0.005746515,0.0003898483,0.0003904567,0.002134409,0.00007918863,0.00006253491,0.001445507,0.00131016,0.00006429639,0.004800062,0.9827622,0.0008148846],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003376274,0.008976956,0.00007469278,0.004621272,0.0004649951,0.01510667,0.003231058,0.0002888141,0.9672018],"genre_scores_gemma":[0.0103591,0.01433362,0.001854478,0.0001717527,0.001854232,0.004301354,0.0007004685,0.00146601,0.964959],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07677446,"threshold_uncertainty_score":0.9994574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09550751398868201,"score_gpt":0.343824058493741,"score_spread":0.248316544505059,"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."}}