{"id":"W2164144714","doi":"10.5194/bg-9-1797-2012","title":"Preformed and regenerated phosphate in ocean general circulation models: can right total concentrations be wrong?","year":2012,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University","funders":"Office of Science; Bundesministerium für Bildung und Forschung; Deutsche Forschungsgemeinschaft; European Commission; Compute Canada; U.S. Department of Energy; U.S. Department of Commerce; Princeton University; National Oceanic and Atmospheric Administration; Ford Motor Company","keywords":"Biogeochemical cycle; Nutrient; Phosphate; Environmental science; Chemistry; Environmental chemistry; Oceanography; Biological system; Ecology; Biology; Geology; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00435789,0.0005617568,0.000601608,0.0004555154,0.0004699974,0.001592981,0.001145466,0.001118937,0.0006790723],"category_scores_gemma":[0.01966917,0.000490695,0.0006220808,0.0005689824,0.001322196,0.002192567,0.001000252,0.0009849106,0.0001352296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001094898,"about_ca_system_score_gemma":0.0012048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03550405,"about_ca_topic_score_gemma":0.03245385,"domain_scores_codex":[0.9992804,0.0004309316,0.00005054085,0.0001050775,0.00008434748,0.0000487422],"domain_scores_gemma":[0.9921675,0.005310449,0.0007830951,0.0006690494,0.0007231452,0.0003466548],"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":[0.0002000805,0.00002642288,0.03737396,0.00003645387,0.0001223299,0.00006377629,0.00009562904,0.9530812,0.0006706924,0.003812606,0.0003817259,0.004135116],"study_design_scores_gemma":[0.00005700464,0.00002706072,0.003049224,0.00000982871,0.00001625515,0.000009647149,0.00003020166,0.9915105,0.0004054396,0.00474954,0.0001240055,0.00001132757],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825707,0.0002002216,0.01412484,0.001128529,0.00004791443,0.00001451571,0.0003117865,0.0001813507,0.00142019],"genre_scores_gemma":[0.997424,0.00006144088,0.002098175,0.00008262005,0.00001282744,0.000004977003,0.0001107422,0.00003027766,0.000174915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03550405,"threshold_uncertainty_score":0.07059479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01942600277745719,"score_gpt":0.202532434987945,"score_spread":0.1831064322104878,"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."}}