{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007512768,0.0001267373,0.0003095277,0.0001592053,0.0001208802,0.00002438923,0.0002603959,0.00009496148,0.0001495652],"category_scores_gemma":[0.0001828754,0.0001245878,0.0001077847,0.001478672,0.0001837461,0.0001902088,0.0002153222,0.00013568,0.000006933514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001312625,"about_ca_system_score_gemma":0.00002740087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001185637,"about_ca_topic_score_gemma":0.00001972773,"domain_scores_codex":[0.9988168,0.00001796185,0.0003731237,0.0003192203,0.0002435837,0.0002292648],"domain_scores_gemma":[0.9994865,0.00005408936,0.000200543,0.0001377603,0.00007015244,0.00005093673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001174495,0.00004232519,0.7505002,0.00004438948,0.00009624666,2.158827e-7,0.0008330112,0.00008965994,0.2411401,0.002916364,0.00005278906,0.004272902],"study_design_scores_gemma":[0.0003333151,0.000108086,0.6776443,0.0003217875,0.001038236,0.000002598641,0.003121648,0.1157892,0.187491,0.01248558,0.0009708402,0.0006934433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8767297,0.000007677814,0.09632029,0.000115442,0.00004380224,0.0001410129,0.000002872841,0.00006654501,0.02657265],"genre_scores_gemma":[0.9930964,0.000003200008,0.006308608,0.00006390366,0.00001121733,0.00001709255,0.000001548663,0.000005195333,0.0004929075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1163666,"threshold_uncertainty_score":0.5080544,"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."}}