{"id":"W4233556887","doi":"10.1002/9780470057339.vaw007","title":"Weather Prediction","year":2006,"lang":"en","type":"other","venue":"Encyclopedia of Environmetrics","topic":"Quantum chaos and dynamical systems","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Discretization; Meteorology; Precipitation; Momentum (technical analysis); Grid; Numerical weather prediction; Finite difference; Global Forecast System; Applied mathematics; Shallow water equations; Environmental science; Mathematics; Mathematical analysis; Physics; Geometry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007158089,0.0002472395,0.000371912,0.000314511,0.0000195856,0.00000762835,0.0001723008,0.0002034347,0.003490821],"category_scores_gemma":[0.000005951663,0.0002233729,0.0001632002,0.0002947137,0.00006568526,0.0000243267,0.00004834474,0.0001763778,0.0001999396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002014549,"about_ca_system_score_gemma":0.00001548256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001234098,"about_ca_topic_score_gemma":0.00001269815,"domain_scores_codex":[0.9988595,0.00003041829,0.0003309274,0.0002834477,0.0002868389,0.0002088938],"domain_scores_gemma":[0.9991891,0.00004862279,0.0003435473,0.0003467007,0.000005898368,0.00006612327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001709698,0.0002218194,0.1013431,0.00005101849,0.00007872998,0.000001716369,0.0000117607,0.00004332278,0.000007710591,0.003741416,0.887342,0.007155644],"study_design_scores_gemma":[0.0002060064,0.0000298606,0.0044925,0.00004374992,0.00005221666,2.112261e-7,0.000009336437,0.0001214928,0.000003927094,0.0005174065,0.9943174,0.0002059081],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003314643,0.0007743163,0.009591715,0.00000469208,0.0005747952,0.0002250826,0.0007140509,0.00005507435,0.9877288],"genre_scores_gemma":[0.009327617,0.0002193649,0.0005862464,0.000003634759,0.001960786,0.0000218762,0.0003598418,0.0003454604,0.9871752],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1069754,"threshold_uncertainty_score":0.9974201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003877008026204058,"score_gpt":0.1895332204551816,"score_spread":0.1856562124289776,"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."}}