{"id":"W2811450701","doi":"","title":"Fine scale CMAQ modeling driven by urbanized MM5 and WRF models","year":2007,"lang":"en","type":"article","venue":"","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Advanced Micro Devices (Canada)","funders":"","keywords":"CMAQ; MM5; Weather Research and Forecasting Model; Scale (ratio); Environmental science; Meteorology; Climatology; Mesoscale meteorology; Geography; Air quality index; Geology; Cartography","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":[0.0002923596,0.0001339563,0.0001610103,0.00007777726,0.00003666479,0.00003139035,0.00007730552,0.00008782448,0.0000375894],"category_scores_gemma":[0.00001570247,0.0001289342,0.00003250354,0.0001237285,0.000009076142,0.0001606453,0.00002084486,0.0001287318,0.000005759878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002349819,"about_ca_system_score_gemma":0.000002901144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001896639,"about_ca_topic_score_gemma":0.00001102567,"domain_scores_codex":[0.9992619,0.000009959127,0.0002155206,0.0001430519,0.000124646,0.000244935],"domain_scores_gemma":[0.9996009,0.00007540876,0.000008076067,0.0001634699,0.00002936123,0.0001227347],"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":[0.000004624286,0.000004246056,0.0001234048,0.00001989402,0.00001051504,9.048808e-7,0.00007980092,0.9925524,0.005446272,0.0001690341,0.0004248474,0.001164039],"study_design_scores_gemma":[0.0004312093,0.000007691124,0.00003537,0.000009504639,0.000005485995,0.00000204454,0.00001555783,0.9960631,0.002346178,0.0004739719,0.0004494322,0.0001604995],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3931661,0.00031719,0.6017295,0.00001565607,0.00006119993,0.00004879195,0.00000197831,0.0003118033,0.004347788],"genre_scores_gemma":[0.8891793,0.00003681888,0.1099078,0.00001246294,0.00004719758,0.000002850284,0.000007193257,0.00003486839,0.0007715837],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4960132,"threshold_uncertainty_score":0.5257785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01768676895662833,"score_gpt":0.2495475403332268,"score_spread":0.2318607713765985,"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."}}