{"id":"W4415885499","doi":"10.1080/07055900.2025.2570153","title":"A Canada-Wide Ocean Biogeochemical Model Encompassing the North Atlantic, North Pacific and Arctic Oceans","year":2025,"lang":"en","type":"article","venue":"ATMOSPHERE-OCEAN","topic":"Geological Studies and Exploration","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; Ocean Networks Canada Society; University of Alberta","funders":"Fisheries and Oceans Canada","keywords":"Arctic; Biogeochemical cycle; The arctic; Pacific ocean; North sea","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0003108919,0.0009138067,0.0006421033,0.0006810228,0.001782677,0.001502513,0.002744511,0.001183553,0.003833243],"category_scores_gemma":[0.000781442,0.0004992799,0.0008395855,0.001587868,0.0006654822,0.0005796479,0.001023144,0.001156727,0.0005205671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01259887,"about_ca_system_score_gemma":0.0245887,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.940657,"about_ca_topic_score_gemma":0.9069803,"domain_scores_codex":[0.9998165,0.00002299693,0.000009209469,0.00004403975,0.00006270489,0.00004466008],"domain_scores_gemma":[0.9996147,0.00003911501,0.00002722942,0.00001731317,0.0002194393,0.00008207875],"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":[0.00007854214,0.00004436358,0.01027305,0.00004269322,0.00006405901,0.00009406524,0.00007139991,0.9758877,0.0009296092,0.004441158,0.003361449,0.004711805],"study_design_scores_gemma":[0.00008312723,0.00001957257,0.004683828,0.00001344248,0.00003822324,0.00001989259,0.00007866794,0.9852288,0.0003264084,0.0008993703,0.008581,0.00002754894],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7195138,0.001104246,0.09903485,0.00242823,0.0004275108,0.001017587,0.05455927,0.002914099,0.1190004],"genre_scores_gemma":[0.8984665,0.0008742747,0.05784335,0.0002841504,0.00003986814,0.0006045788,0.01446094,0.0001972599,0.02722912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05934298,"threshold_uncertainty_score":0.1193849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01082586524999199,"score_gpt":0.1805206356839979,"score_spread":0.1696947704340059,"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."}}