{"id":"W2110467951","doi":"10.1146/annurev-marine-120709-142740","title":"Modeling the Dynamics of Continental Shelf Carbon","year":2010,"lang":"en","type":"review","venue":"Annual Review of Marine Science","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"National Oceanic and Atmospheric Administration; National Aeronautics and Space Administration","keywords":"Continental shelf; Context (archaeology); Biogeochemical cycle; Continental margin; Forcing (mathematics); Carbon cycle; Environmental science; Climatology; Oceanography; Geology; Ecology; Ecosystem","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002770631,0.0003184049,0.001574228,0.0001487944,0.0001070602,0.00002906421,0.001787947,0.00009974934,0.0004255659],"category_scores_gemma":[0.0004643117,0.000174623,0.0004039298,0.001178608,0.0005159003,0.0001916823,0.0004554037,0.0004806616,0.00002027615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000918284,"about_ca_system_score_gemma":0.0006738963,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007724578,"about_ca_topic_score_gemma":0.004751424,"domain_scores_codex":[0.9970609,0.0001288362,0.001167274,0.0004366393,0.0008393066,0.0003670547],"domain_scores_gemma":[0.9979419,0.0001754389,0.0007007624,0.000733109,0.0003256708,0.0001231521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001032194,0.000008239524,0.0001651479,0.03400395,0.000009016802,0.000001568988,0.000009140043,0.000006329941,2.987576e-8,0.0002088995,0.00001544689,0.9655712],"study_design_scores_gemma":[0.00007350508,0.0001643714,0.00007351202,0.05330153,0.0004543244,0.0001338114,0.00008107626,0.03882289,4.535669e-7,0.0001145399,0.9063045,0.0004754575],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007973976,0.9487186,0.000006484911,0.00005568512,0.0004930029,0.0006943681,0.0002675966,0.00001057599,0.04967397],"genre_scores_gemma":[0.000685409,0.9985604,0.0001018233,0.00005311953,0.00008948326,0.00000482592,0.000167809,0.000006506404,0.0003305745],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9650958,"threshold_uncertainty_score":0.9988831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01438406849038933,"score_gpt":0.2631344924205649,"score_spread":0.2487504239301756,"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."}}