{"id":"W7126143869","doi":"","title":"Production and evaluation of an ocean reanalysis with an eddy-resolving version of the ocean model NEMO","year":2025,"lang":"en","type":"dissertation","venue":"UPCommons institutional repository (Universitat Politècnica de Catalunya)","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Initialization; Decoupling (probability); General Circulation Model; Sea surface temperature; Mixed layer; Climate model; Production model; Production (economics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004875084,0.0009743617,0.0006009437,0.0006196792,0.0004792335,0.001617376,0.001033347,0.0006632443,0.001095954],"category_scores_gemma":[0.007459898,0.0005688445,0.0008072624,0.0009734538,0.0004804623,0.001571754,0.0008947669,0.0006685415,0.0004822513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009683357,"about_ca_system_score_gemma":0.001057665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02256612,"about_ca_topic_score_gemma":0.01805597,"domain_scores_codex":[0.9990717,0.0003317847,0.00008966199,0.000251952,0.0001879106,0.00006690085],"domain_scores_gemma":[0.9971481,0.0007488755,0.0003063001,0.000801135,0.0007976746,0.0001979019],"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":[0.003384912,0.000910628,0.3124624,0.0004516473,0.001393412,0.0005352234,0.0006911422,0.5010734,0.02862843,0.001716011,0.008064152,0.1406886],"study_design_scores_gemma":[0.0005644935,0.0004826697,0.2316954,0.00009345885,0.0003240139,0.000101782,0.00038349,0.7362851,0.02184536,0.0005319518,0.007553923,0.0001384466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832754,0.0001581404,0.005178739,0.0003961964,0.0001168506,0.0001008388,0.006475009,0.001081826,0.003217003],"genre_scores_gemma":[0.9688655,0.000136548,0.01679789,0.00005658222,0.00002992721,0.00006710865,0.01315472,0.0003024442,0.0005892349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02256612,"threshold_uncertainty_score":0.04486954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01103305218589786,"score_gpt":0.2236294891394619,"score_spread":0.212596436953564,"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."}}