{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00458915,0.0006034013,0.0004493754,0.0008262423,0.001532092,0.001161164,0.001599628,0.0008326354,0.0005683362],"category_scores_gemma":[0.007870598,0.0002739582,0.0007505582,0.00172228,0.0007611296,0.0007127557,0.000799941,0.0006873698,0.00008422351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007230115,"about_ca_system_score_gemma":0.003904,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.77628,"about_ca_topic_score_gemma":0.6888334,"domain_scores_codex":[0.9988021,0.0004566719,0.0001159912,0.0002511874,0.000252886,0.0001211912],"domain_scores_gemma":[0.9957164,0.001874079,0.0003561331,0.0004691726,0.001414031,0.0001701344],"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":[0.000386279,0.0004947251,0.2872937,0.0001100396,0.0002994502,0.0006575344,0.0006180211,0.6953359,0.00141879,0.001640363,0.001499107,0.01024615],"study_design_scores_gemma":[0.0001469659,0.0002506727,0.1261818,0.00005295951,0.00009945659,0.00008827877,0.001536041,0.8638939,0.004118043,0.0007792644,0.002779202,0.00007350828],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965535,0.00006079806,0.0009051384,0.0001163644,0.000009973819,0.00004136999,0.001058557,0.0001144956,0.001139744],"genre_scores_gemma":[0.9957267,0.00002827102,0.002485069,0.00002453667,0.000003529864,0.00002315903,0.001436324,0.00001607121,0.0002563719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.22372,"threshold_uncertainty_score":0.450075,"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."}}