{"id":"W2494965242","doi":"10.1002/2015gb005354","title":"Oxygen utilization rate (OUR) underestimates ocean respiration: A model study","year":2016,"lang":"en","type":"article","venue":"Global Biogeochemical Cycles","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bundesministerium für Bildung und Forschung; Deutsche Forschungsgemeinschaft; University of Victoria","keywords":"Ocean gyre; Respiration; Advection; Biogeochemical cycle; Oxygen; Ocean current; Apparent oxygen utilisation; Oceanography; Environmental science; Atmospheric sciences; Geology; Chemistry; Biology; Environmental chemistry; Ecology; Subtropics; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001983443,0.0001643672,0.0001659411,0.0000283766,0.0001057808,0.00007575257,0.0002219369,0.0000769048,0.0002392628],"category_scores_gemma":[0.00009219794,0.0001053309,0.00005390959,0.000215193,0.00003295173,0.0002071562,0.00004319905,0.00003852175,0.0002774478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001345247,"about_ca_system_score_gemma":0.00004802833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001433297,"about_ca_topic_score_gemma":0.002765612,"domain_scores_codex":[0.9987895,0.00007172934,0.0002693741,0.0003532216,0.0002267328,0.0002893928],"domain_scores_gemma":[0.9994552,0.0000383125,0.00007290381,0.0002220722,0.00005700294,0.0001545277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001103793,0.00007577394,0.97139,0.00001296791,0.00002588983,0.00001036799,0.00002090436,0.0004032777,0.0006915685,0.000301021,0.00378116,0.02317666],"study_design_scores_gemma":[0.003478339,0.0009527004,0.7106491,0.0001634678,0.0001402586,0.00005050233,0.001226164,0.166539,0.007895196,0.102204,0.00512877,0.001572559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912498,0.0001231174,0.0005542068,0.0008642693,0.00009332787,0.0002467256,0.0006340294,0.0001234795,0.006111053],"genre_scores_gemma":[0.9993589,0.00001382979,0.000157675,0.0001511077,0.00009328656,0.000001370118,0.0001561759,0.000002756266,0.00006492811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2607409,"threshold_uncertainty_score":0.4295269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03706284134767012,"score_gpt":0.2596734467176398,"score_spread":0.2226106053699696,"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."}}