{"id":"W2094297791","doi":"10.5670/oceanog.2009.68","title":"GODAE Systems in Operation","year":2009,"lang":"en","type":"article","venue":"Oceanography","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":113,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. John’s Health Sciences Centre","funders":"","keywords":"Downscaling; Argo; Data assimilation; Climatology; Altimeter; Environmental science; Meteorology; Scale (ratio); Earth system science; Geology; Oceanography; Geography; Climate change","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":[0.0001648922,0.000119225,0.0001410902,0.00008951213,0.00008907855,0.00009824971,0.0001619432,0.00005963139,0.0002180281],"category_scores_gemma":[0.000008380634,0.00009768023,0.00005586275,0.0009367638,0.00004088275,0.0003297644,0.000001939246,0.00009897989,0.0000582906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001258729,"about_ca_system_score_gemma":0.00002075993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000189241,"about_ca_topic_score_gemma":0.0001629677,"domain_scores_codex":[0.9991148,0.00003478891,0.0001997606,0.0002114923,0.0001775643,0.0002616404],"domain_scores_gemma":[0.9997025,0.00002550115,0.00004297563,0.0001274864,0.00002167989,0.00007982657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001437264,0.00002497547,0.9769126,0.00001052765,0.000004625497,0.00001116827,0.00008945004,0.002571498,0.000007315173,0.0004044979,0.0008115035,0.01913742],"study_design_scores_gemma":[0.0002531314,0.0001540891,0.9841478,0.00002891251,0.000005017797,0.0000077092,0.0002093549,0.007752336,0.000017386,0.0009877589,0.006255353,0.0001811745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633862,0.005842831,0.0002477383,0.0002452155,0.0002945042,0.0001660197,0.00001032618,0.0001053405,0.02970185],"genre_scores_gemma":[0.998714,0.0003017243,0.0004415554,0.0003703479,0.00007601595,3.512515e-7,0.00003927265,0.000001797343,0.0000548901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03532787,"threshold_uncertainty_score":0.3983284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00702870493070359,"score_gpt":0.1931768487473166,"score_spread":0.186148143816613,"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."}}