{"id":"W4409070486","doi":"10.22541/essoar.174349880.04303905/v1","title":"Stronger Southern Ocean Anthropogenic Carbon Uptake in Eddying Ocean Simulations","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Environmental science; Oceanography; Carbon fibers; Climatology; Ocean heat content; Sea surface temperature; Geology; Computer science","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":[0.0005806092,0.0007642247,0.0006730324,0.0004010593,0.0004048371,0.0007437638,0.0009512895,0.001051493,0.001186854],"category_scores_gemma":[0.001620824,0.0002819228,0.0008065596,0.0006112343,0.0004153134,0.0006302618,0.000583559,0.0008365207,0.0000918201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006540025,"about_ca_system_score_gemma":0.001012704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03327466,"about_ca_topic_score_gemma":0.0188986,"domain_scores_codex":[0.9998389,0.00005489658,0.00001247646,0.00003515124,0.00002148172,0.00003695169],"domain_scores_gemma":[0.9994345,0.0002618584,0.00006682482,0.00006251837,0.00009924617,0.0000750018],"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":[0.000124666,0.000162619,0.01278255,0.00005102468,0.00007372949,0.00009703221,0.00005155692,0.9808673,0.002807351,0.00108748,0.0003158816,0.001578758],"study_design_scores_gemma":[0.00004356778,0.00004028442,0.002323963,0.000005839163,0.00001605137,0.000005402532,0.00002142632,0.9964837,0.0005940296,0.0002174858,0.0002401698,0.000008119332],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921733,0.0001118802,0.00350479,0.000157606,0.00003822528,0.00002802922,0.0009520103,0.0002054135,0.002828756],"genre_scores_gemma":[0.9939737,0.00006958895,0.0046422,0.0000447702,0.00001033635,0.00003675953,0.0008016184,0.00005255956,0.0003685242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03327466,"threshold_uncertainty_score":0.06616193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01046407027514577,"score_gpt":0.2350676544912139,"score_spread":0.2246035842160682,"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."}}