{"id":"W4391009323","doi":"10.5194/bg-21-301-2024","title":"Uncertainty in the evolution of northwestern North Atlantic circulation leads to diverging biogeochemical projections","year":2024,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Dalhousie University","funders":"","keywords":"Biogeochemical cycle; Biogeochemistry; Continental shelf; Ocean current; Oceanography; Environmental science; Climatology; Circulation (fluid dynamics); Climate change; General Circulation Model; Geology; Ecology","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":[0.0009103765,0.0002882036,0.0002130335,0.0002747495,0.0004262835,0.001227642,0.0003291976,0.0005392861,0.001168561],"category_scores_gemma":[0.003132844,0.000228017,0.0005515051,0.0002645315,0.0005137013,0.0005805265,0.000628701,0.0005738829,0.00007508958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221963,"about_ca_system_score_gemma":0.0005980454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02161983,"about_ca_topic_score_gemma":0.02110244,"domain_scores_codex":[0.9997386,0.0001284924,0.0000145403,0.00004600334,0.00003491256,0.000037391],"domain_scores_gemma":[0.9993547,0.0003304911,0.00008351544,0.00007218029,0.0001002372,0.00005894691],"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":[0.0002358368,0.00005108038,0.1703824,0.00002693596,0.0001715863,0.0004206531,0.0001531575,0.8122407,0.004070495,0.005651711,0.0005796665,0.006015762],"study_design_scores_gemma":[0.00005676564,0.0000827699,0.09675471,0.00002116842,0.00007815883,0.00008369543,0.000345913,0.8948931,0.001218736,0.00565958,0.0007606017,0.00004474974],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973682,0.00003012395,0.0009410674,0.0002187514,0.000006734484,0.000002226062,0.0001218173,0.00001647285,0.001294631],"genre_scores_gemma":[0.9994745,0.00002000148,0.0003029166,0.00001579128,0.000001568591,0.000001642153,0.00009015275,0.000003475265,0.00009013228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02161983,"threshold_uncertainty_score":0.04298794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01352403008011806,"score_gpt":0.2231912025685339,"score_spread":0.2096671724884159,"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."}}