{"id":"W3139355006","doi":"10.5194/bg-18-1803-2021","title":"An observation-based evaluation and ranking of historical Earth system model simulations in the northwest North Atlantic Ocean","year":2021,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Climate variability and models","field":"Environmental Science","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Compute Canada; U.S. Department of Energy","keywords":"Biogeochemical cycle; Biogeochemistry; Environmental science; Earth system science; Oceanography; Continental shelf; Salinity; Climatology; Climate change; Ocean current; Representative Concentration Pathways; Sea surface temperature; Nitrate; Climate model; Spatial ecology; Geology; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004876704,0.0007160604,0.0005002455,0.001270964,0.0004509393,0.001379648,0.0006492368,0.0007991639,0.0007021105],"category_scores_gemma":[0.009163546,0.0003051345,0.0007540736,0.0008587488,0.0003260314,0.001161573,0.0005491103,0.0005609679,0.0001786825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001739269,"about_ca_system_score_gemma":0.0006641061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04866949,"about_ca_topic_score_gemma":0.05884124,"domain_scores_codex":[0.9991033,0.0003727348,0.0001231944,0.0002140776,0.0001251066,0.0000617292],"domain_scores_gemma":[0.9943949,0.002875921,0.0007002341,0.0005555516,0.00110475,0.0003685963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007018695,0.0003326727,0.5008036,0.00008305076,0.0006357271,0.00009975086,0.00008028916,0.4800371,0.001041524,0.0003328982,0.001724217,0.01412738],"study_design_scores_gemma":[0.0001386688,0.0002997328,0.1914007,0.00002357556,0.00009862841,0.00002796401,0.0001284655,0.8059357,0.00105894,0.0001912753,0.0006633863,0.0000329111],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966293,0.00015964,0.000759207,0.00009149115,0.00002514095,0.00001930378,0.001572723,0.0001270512,0.0006159705],"genre_scores_gemma":[0.9957057,0.0000662837,0.0009021975,0.00002137428,0.000009164102,0.00001363884,0.003146838,0.00001872807,0.0001162163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04866949,"threshold_uncertainty_score":0.09677237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05350814576316619,"score_gpt":0.2764602182642401,"score_spread":0.2229520725010739,"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."}}