{"id":"W4410913444","doi":"10.1134/s1024856024701707","title":"A System for Predicting Pollutant Transport in the Atmosphere","year":2025,"lang":"en","type":"article","venue":"Atmospheric and Oceanic Optics","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Prairie Bible Institute","funders":"","keywords":"Atmosphere (unit); Pollutant; Environmental science; Atmospheric sciences; Meteorology; Physics; Ecology; Biology","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":[0.0006451599,0.0006237657,0.0006107449,0.0006385067,0.000529817,0.0007162067,0.0008190774,0.0006502693,0.003882115],"category_scores_gemma":[0.001504575,0.0003283353,0.000551982,0.0004560767,0.0002071538,0.0006402417,0.0005508893,0.0005191599,0.0008580381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006537128,"about_ca_system_score_gemma":0.001092717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01392801,"about_ca_topic_score_gemma":0.004109769,"domain_scores_codex":[0.9997248,0.00006505021,0.0000195308,0.00009460798,0.00007707494,0.00001883162],"domain_scores_gemma":[0.9995306,0.0001264232,0.00003195797,0.0000839121,0.0001857855,0.00004144714],"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":[0.0006984865,0.0003705232,0.02055608,0.0002414356,0.0003408597,0.000190531,0.0001297439,0.8089982,0.04035902,0.003170557,0.004350785,0.1205937],"study_design_scores_gemma":[0.00002951987,0.00003471418,0.001138086,0.00000358434,0.00001585901,0.000009249643,0.000004948452,0.9943651,0.00316947,0.0002414596,0.0009802019,0.000007844659],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2407364,0.0001877813,0.7138839,0.0001665611,0.0001467065,0.0003978617,0.003985137,0.0368007,0.003694962],"genre_scores_gemma":[0.7736638,0.0001068878,0.2192434,0.00004235286,0.00003432084,0.0004388603,0.003789262,0.0003070513,0.002374122],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01392801,"threshold_uncertainty_score":0.02769387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01166842592147723,"score_gpt":0.2138746279815063,"score_spread":0.2022062020600291,"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."}}