{"id":"W4387461203","doi":"10.5194/acp-23-12525-2023","title":"Development and evaluation of processes affecting simulation of diel fine particulate matter variation in the GEOS-Chem model","year":2023,"lang":"en","type":"article","venue":"Atmospheric chemistry and physics","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Dalhousie University","funders":"U.S. Environmental Protection Agency; National Aeronautics and Space Administration","keywords":"Diel vertical migration; Atmospheric sciences; Environmental science; Particulates; Boundary layer; Aerosol; Morning; Meteorology; Climatology; Daytime; Chemistry; Geology; Mechanics; Physics","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":[0.002006431,0.001037591,0.0008616167,0.0004652856,0.0007990454,0.001295879,0.00211077,0.001464094,0.001885347],"category_scores_gemma":[0.005566706,0.0007202924,0.0007482828,0.0004712105,0.0006975417,0.0008659918,0.0009497893,0.001353016,0.0003396382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001715967,"about_ca_system_score_gemma":0.002241784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04970663,"about_ca_topic_score_gemma":0.02307679,"domain_scores_codex":[0.999557,0.0001787475,0.00003226902,0.00008224655,0.00009140601,0.00005834623],"domain_scores_gemma":[0.9977797,0.001085689,0.0001603101,0.0002244464,0.0005890724,0.0001608378],"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":[0.00007786724,0.0001629493,0.007332209,0.00003816046,0.00005054139,0.00007139116,0.00004214498,0.9867273,0.001276272,0.001231235,0.0004622754,0.002527644],"study_design_scores_gemma":[0.00002013502,0.00001233012,0.0003483241,0.000002376532,0.00000438958,0.000002009311,0.000007176485,0.9989926,0.0003842252,0.0000693451,0.0001532052,0.000003835074],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9283678,0.0002271543,0.05398257,0.0007413025,0.0002080434,0.0004626469,0.002362052,0.002673413,0.01097497],"genre_scores_gemma":[0.9554092,0.00009759341,0.04171247,0.0001451988,0.00002174349,0.000232085,0.001214033,0.000222401,0.000945341],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04970663,"threshold_uncertainty_score":0.09883463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02569264261281516,"score_gpt":0.2486116686103975,"score_spread":0.2229190259975823,"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."}}