{"id":"W2955724528","doi":"10.1007/978-3-030-17775-1_10","title":"Stochastic Birth and Death Models for Clouds","year":2019,"lang":"en","type":"book-chapter","venue":"Mathematics of planet earth","topic":"Climate variability and models","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Climatology; Convection; Precipitation; Climate model; Environmental science; Atmospheric sciences; General Circulation Model; Climate change; Atmospheric circulation; Range (aeronautics); Meteorology; Geography; Geology","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":[0.0002463591,0.0002483831,0.0004636515,0.0000352956,0.0000387113,0.00001734115,0.0001698468,0.0002208535,0.001190557],"category_scores_gemma":[0.00001625121,0.0002221116,0.00005977841,0.000008483151,0.00009773998,0.00006349011,0.0001513436,0.0001274323,0.0001652558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001787716,"about_ca_system_score_gemma":0.00001757663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000318785,"about_ca_topic_score_gemma":0.00005322603,"domain_scores_codex":[0.9988905,0.000004702131,0.0003495095,0.0003020883,0.0002545083,0.0001986593],"domain_scores_gemma":[0.9989815,0.0003169275,0.0002294954,0.0003869292,0.000008269874,0.00007692151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006710237,0.0001391904,0.00003230426,0.002214039,0.0001178547,0.000002947162,0.001205121,0.1038081,0.0002184941,0.890003,0.001363526,0.0008284014],"study_design_scores_gemma":[0.0004889191,0.0002599274,0.00001382319,0.000233844,0.0001426023,0.00002031454,0.00001899609,0.3571018,0.00001262956,0.6278102,0.01343271,0.0004642172],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02067184,0.0002441537,0.0690704,0.00005859376,0.0002545478,0.003466221,0.005465241,0.0001061821,0.9006628],"genre_scores_gemma":[0.1554228,0.0003398891,0.09448428,0.0002369075,0.0001726311,0.00005300083,0.001251956,0.0003217289,0.7477168],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2621927,"threshold_uncertainty_score":0.9997225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03482072703773113,"score_gpt":0.222247347484569,"score_spread":0.1874266204468379,"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."}}