{"id":"W2117620267","doi":"10.1175/jas3534.1","title":"A Multimoment Bulk Microphysics Parameterization. Part I: Analysis of the Role of the Spectral Shape Parameter","year":2005,"lang":"en","type":"article","venue":"Journal of the Atmospheric Sciences","topic":"Atmospheric aerosols and clouds","field":"Environmental Science","cited_by":757,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Bin; Moment (physics); Sorting; Function (biology); Shape parameter; Statistical physics; Physics; Spectral shape analysis; Spectral density; Second moment of area; Constant (computer programming); Statistics; Mathematics; Spectral line; Classical mechanics; Computer science; Algorithm; Thermodynamics; Quantum mechanics","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":[0.000510786,0.0001464413,0.000313963,0.000001056568,0.0003034043,0.00004024462,0.001761963,0.00004146139,0.0007829444],"category_scores_gemma":[0.0001001895,0.00006161648,0.0005938455,0.002383793,0.001252344,0.0002020138,0.000373109,0.0001592411,0.000004608076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001061066,"about_ca_system_score_gemma":0.00006360486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001453684,"about_ca_topic_score_gemma":0.00003659335,"domain_scores_codex":[0.9978386,0.0001464004,0.0005943857,0.0001850667,0.0009839777,0.0002515648],"domain_scores_gemma":[0.9981649,0.0001134914,0.001193769,0.0004365987,0.00003475699,0.00005651538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00001696765,0.0002127075,0.4178745,0.000002493652,0.0002088378,2.462184e-7,0.001006369,0.5282775,0.04366675,0.00005782484,0.0002454093,0.008430437],"study_design_scores_gemma":[0.0002569955,0.0001800655,0.6273255,0.00004829205,0.000688259,0.00001244971,0.0008429507,0.337114,0.02842351,0.0008114128,0.004107837,0.000188743],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976276,0.0001744562,0.00009571751,0.001158017,0.0003015574,0.0001339982,0.000003099417,0.000002532223,0.0005030754],"genre_scores_gemma":[0.9905728,0.00003918936,0.00868032,0.0003554502,0.0000637429,0.000002052355,5.175984e-8,0.000006067107,0.0002803358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.209451,"threshold_uncertainty_score":0.8572692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00783226125184382,"score_gpt":0.2148595362399361,"score_spread":0.2070272749880923,"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."}}