{"id":"W4406915793","doi":"10.1016/b978-0-443-14030-3.00013-9","title":"Toward a breakthrough in convection parameterization using multiscale and multicloud modeling constrained by observations—Part II: Implementation in CAM and preliminary results","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Convection; Computer science; Meteorology; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004960437,0.0008226394,0.001107942,0.0003081385,0.0003671747,0.001243556,0.001463117,0.001321199,0.003104391],"category_scores_gemma":[0.001928212,0.0007419664,0.0009597099,0.0005179002,0.0006588751,0.002107559,0.001506969,0.00202573,0.000607176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005687388,"about_ca_system_score_gemma":0.0007727351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00580976,"about_ca_topic_score_gemma":0.00407019,"domain_scores_codex":[0.9998276,0.00004757469,0.00001486024,0.00004467617,0.00005162785,0.00001364382],"domain_scores_gemma":[0.9994356,0.0002902937,0.00003712271,0.0001513345,0.0000588993,0.00002676612],"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":[0.00007617638,0.0001632739,0.001290014,0.0002458905,0.00009849629,0.00008977071,0.000146711,0.6350261,0.02962721,0.1147511,0.003512881,0.2149724],"study_design_scores_gemma":[0.000003906071,0.000004659305,0.00009163462,0.000005352669,0.000002383456,0.000006674636,0.000003266583,0.9900567,0.001098885,0.007412929,0.001307397,0.000006237027],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007696186,0.0003458102,0.9889166,0.0002053658,0.00007530364,0.00002142266,0.00007004767,0.000565175,0.002104145],"genre_scores_gemma":[0.2464015,0.0008467438,0.7461035,0.0002207059,0.0002112479,0.0002037634,0.0002187982,0.0007048908,0.00508882],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00580976,"threshold_uncertainty_score":0.01155186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04294340426917184,"score_gpt":0.2827150222581114,"score_spread":0.2397716179889396,"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."}}