{"id":"W2125350442","doi":"10.1017/s0954102014000674","title":"A roadmap for Antarctic and Southern Ocean science for the next two decades and beyond","year":2014,"lang":"en","type":"article","venue":"Antarctic Science","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":211,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Institut chilien de l'Antarctique; Natural Environment Research Council; Polar Research Institute of China; National Institute of Polar Research; Universiti Malaya; Monash University; Tinker Foundation; Antarctica New Zealand; Scientific Committee on Antarctic Research; Sight Research UK; British Antarctic Survey; New Zealand Antarctic Research Institute","keywords":"Earth system science; Ice sheet; Earth science; Antarctic ice sheet; Oceanography; Sea ice; Geology; Geography; Meteorology; Cryosphere","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02282096,0.002297638,0.001795687,0.004912363,0.003529748,0.01008475,0.003007161,0.01351605,0.05907363],"category_scores_gemma":[0.01817329,0.0005919154,0.002711846,0.004924265,0.003864863,0.01250443,0.01008179,0.01203186,0.01935209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006290075,"about_ca_system_score_gemma":0.04604963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.011685,"about_ca_topic_score_gemma":0.008595646,"domain_scores_codex":[0.9906093,0.003596265,0.0007889073,0.0006419646,0.002211278,0.002152315],"domain_scores_gemma":[0.9629657,0.008170818,0.001631892,0.00166973,0.01532582,0.01023602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002280724,0.0001516656,0.00121171,0.003871562,0.00007191538,0.0004040427,0.0006819075,0.0009690959,0.001512637,0.06028579,0.668623,0.2619887],"study_design_scores_gemma":[0.00002760372,0.00006465878,0.001257044,0.002407734,0.00002735633,0.0001230745,0.001074615,0.0002486316,0.0001264596,0.02073173,0.9738702,0.000040871],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002779763,0.2352363,0.009033108,0.6024278,0.06677511,0.0004725773,0.003995554,0.001517429,0.07776226],"genre_scores_gemma":[0.07090315,0.4341318,0.133845,0.2266789,0.0253687,0.00289668,0.01869111,0.0008815675,0.08660311],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05907363,"threshold_uncertainty_score":0.197621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02260299704320833,"score_gpt":0.2952558623111383,"score_spread":0.27265286526793,"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."}}