{"id":"W4411055992","doi":"10.1063/5.0275971","title":"Analysis of air quality using ensemble technique","year":2025,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Computer science; Quality (philosophy); Air quality index; Environmental science; Meteorology; 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":[0.0008228786,0.0005909957,0.0007475975,0.001945529,0.0003149597,0.0005776103,0.0004538063,0.000538443,0.0008881201],"category_scores_gemma":[0.001950238,0.000181192,0.00112395,0.001665024,0.0001202308,0.0007111175,0.0004498653,0.000573944,0.0003095551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002493357,"about_ca_system_score_gemma":0.0002763009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007801201,"about_ca_topic_score_gemma":0.004962848,"domain_scores_codex":[0.9995227,0.0001033265,0.00002989664,0.0001327999,0.0001493691,0.00006182971],"domain_scores_gemma":[0.9993137,0.0002488552,0.00008560928,0.0001287634,0.0002005001,0.0000224943],"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":[0.0001573598,0.0001452995,0.05065858,0.00007952961,0.0006417827,0.0001978551,0.0001782301,0.5440668,0.02109477,0.002522465,0.00219027,0.378067],"study_design_scores_gemma":[0.000001600379,0.00001964069,0.007372351,0.000002391853,0.00002591465,0.00002592177,0.00001461033,0.9903286,0.001212405,0.000583527,0.0004036351,0.00000939136],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1623525,0.0003372968,0.8329207,0.0001277703,0.00008981454,0.00004646222,0.0006451902,0.00142837,0.002051862],"genre_scores_gemma":[0.9018409,0.0002791598,0.0953228,0.00003182714,0.00007809076,0.0000586774,0.001128532,0.0000685595,0.001191517],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007801201,"threshold_uncertainty_score":0.01551157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05298230005389876,"score_gpt":0.32389729504686,"score_spread":0.2709149949929613,"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."}}