{"id":"W2073278918","doi":"10.1016/j.ocemod.2011.08.008","title":"Assimilation impacts on Arctic Ocean circulation, heat and freshwater budgets","year":2011,"lang":"en","type":"article","venue":"Ocean Modelling","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Hydrography; Arctic; Ocean gyre; Environmental science; Climatology; Data assimilation; Canada Basin; Oceanography; Arctic dipole anomaly; Boundary current; Structural basin; Baroclinity; Ocean current; Geology; Arctic ice pack; Meteorology; Geography; Drift ice","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001049748,0.0005468149,0.0004094492,0.0002776463,0.0008623629,0.001883074,0.000281879,0.001180459,0.00290136],"category_scores_gemma":[0.002747767,0.0003378147,0.0009792653,0.0004830852,0.0005225928,0.00127469,0.001154616,0.0005544413,0.0002526413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001464835,"about_ca_system_score_gemma":0.001129729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06487957,"about_ca_topic_score_gemma":0.05089501,"domain_scores_codex":[0.9997551,0.00008765968,0.00002203116,0.00004130925,0.00003970376,0.00005420736],"domain_scores_gemma":[0.999263,0.0003926636,0.00006653491,0.00006553288,0.0001421827,0.00006997687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001306425,0.0001775331,0.1341987,0.0001336616,0.0005257804,0.0004511596,0.0003381431,0.796474,0.03061954,0.01255793,0.002459681,0.0207574],"study_design_scores_gemma":[0.0001798898,0.0001930994,0.1609111,0.00005725591,0.0004140368,0.000129881,0.0005427749,0.8104112,0.01369244,0.009068382,0.004291997,0.0001080892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897305,0.0003017711,0.001506717,0.0008652597,0.0001147193,0.000005597437,0.0006124403,0.00006179025,0.006801415],"genre_scores_gemma":[0.9980254,0.0001804022,0.0004565788,0.0001011918,0.00002241193,0.000004146087,0.0002346264,0.00002855221,0.0009466987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06487957,"threshold_uncertainty_score":0.1290038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0296926898367799,"score_gpt":0.201718497407334,"score_spread":0.1720258075705541,"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."}}