{"id":"W2381200746","doi":"","title":"Research Progress of Atmospheric Environmental Management Models","year":2007,"lang":"en","type":"article","venue":"Industrial Safety and Environmental Protection","topic":"Remote Sensing and Land Use","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"AERMOD; Environmental science; Atmospheric dispersion modeling; Atmospheric research; Atmospheric emissions; Meteorology; Air pollution; Atmospheric sciences; Geography; Chemistry; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001035652,0.0001134209,0.0001260823,0.00003662553,0.0002838299,0.00001878118,0.00007249863,0.0001571554,0.0002692858],"category_scores_gemma":[0.000002449496,0.00009676409,0.00003617043,0.0001286948,0.0002980009,0.0001632435,0.00002712097,0.000308996,0.00002657598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003052372,"about_ca_system_score_gemma":0.000004279122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006734141,"about_ca_topic_score_gemma":0.0000574096,"domain_scores_codex":[0.9986624,0.0001089724,0.0002624599,0.0002558435,0.0004079583,0.0003024208],"domain_scores_gemma":[0.9996547,0.00003539125,0.00007180585,0.0001289051,0.000001633648,0.000107637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000972613,0.00005994067,0.01621414,0.00001008916,0.00002776536,0.0000134991,0.0001260596,0.003397676,0.0001248544,0.00002186103,0.00001379657,0.9790177],"study_design_scores_gemma":[0.00460025,0.00199458,0.837976,0.0001489151,0.00007361767,0.000128923,0.006811327,0.109312,0.002903714,0.00197745,0.03333757,0.0007356661],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907036,0.0003964225,0.001566817,0.00005982667,0.0002040235,0.0006860969,0.00003437073,0.00002127681,0.006327541],"genre_scores_gemma":[0.9987619,0.0004488776,0.0002850975,0.000008236993,0.0001452914,5.956845e-7,0.00005467029,0.000004775053,0.0002905452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.978282,"threshold_uncertainty_score":0.3945925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04884947377751128,"score_gpt":0.2316349814126821,"score_spread":0.1827855076351708,"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."}}