{"id":"W2111024004","doi":"10.1175/ei208.1","title":"Spatiotemporal Climate Model Validation—Case Studies for MM5 over Northwestern Canada and Alaska","year":2007,"lang":"en","type":"article","venue":"Earth Interactions","topic":"Climate variability and models","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"MM5; Precipitation; Climatology; Arctic; Latitude; Environmental science; Mesoscale meteorology; Climate change; Similarity (geometry); Climate model; Geography; Physical geography; Meteorology; Geology; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001966186,0.00009527877,0.0001003026,0.00002333556,0.0002694691,0.00002631561,0.00003869472,0.00002326394,0.0002105167],"category_scores_gemma":[0.00004002381,0.00009121747,0.00003073071,0.00005765806,0.00005936307,0.0003270708,0.00007868763,0.00007483009,0.00001209109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001098204,"about_ca_system_score_gemma":0.00002196955,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1198196,"about_ca_topic_score_gemma":0.9417272,"domain_scores_codex":[0.9992285,0.0000129379,0.0002208674,0.0002149922,0.0001085283,0.000214135],"domain_scores_gemma":[0.9994835,0.0002026819,0.0000677628,0.000143581,0.0000197835,0.00008266798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002904227,0.0004994825,0.739598,0.0001867158,0.0002258075,0.0002612292,0.010304,0.2198483,0.004017289,0.001011178,0.009628783,0.01412885],"study_design_scores_gemma":[0.002657169,0.0003009321,0.1872171,0.0001128626,0.0002646053,0.001247149,0.004546858,0.7227464,0.007001912,0.003847059,0.06851197,0.00154597],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920895,0.000006805436,0.006306606,0.0002232625,0.0002634331,0.0002165276,0.0001403814,0.00002138613,0.0007321641],"genre_scores_gemma":[0.9961522,0.00001392335,0.002763358,0.0002518356,0.00003366352,0.00001970315,0.0000236638,0.000008444034,0.0007331738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8219076,"threshold_uncertainty_score":0.8860416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04076767107184427,"score_gpt":0.3111656384204729,"score_spread":0.2703979673486286,"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."}}