{"id":"W4388860815","doi":"10.3390/atmos14121711","title":"Land-Use Regression Analysis of Summer Tropospheric Ozone Concentrations in Ireland","year":2023,"lang":"en","type":"article","venue":"Atmosphere","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"Environmental Protection Agency; Trent University","keywords":"Environmental science; Air quality index; Air pollution; Tropospheric ozone; Ozone; Atmospheric sciences; Regression analysis; Ground Level Ozone; Land use; Woodland; Meteorology; Geography; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001095452,0.0005900411,0.0005918175,0.0006360336,0.0001732603,0.0007057711,0.0006957949,0.0002525445,0.0009438103],"category_scores_gemma":[0.002088391,0.0003247877,0.001669404,0.0007386421,0.0001964941,0.0003389282,0.0004677761,0.000366084,0.0004578651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002110182,"about_ca_system_score_gemma":0.001122466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1415846,"about_ca_topic_score_gemma":0.08945651,"domain_scores_codex":[0.9995109,0.0002084018,0.00003090834,0.0001204493,0.00004305267,0.00008635867],"domain_scores_gemma":[0.9990846,0.0005033691,0.0001188616,0.00008857688,0.000152218,0.0000523996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005510258,0.0002685698,0.8229119,0.00009098645,0.000648462,0.0003434238,0.0002422354,0.1483878,0.004275615,0.0002475222,0.001127964,0.02090442],"study_design_scores_gemma":[0.00003420949,0.0001744269,0.6203461,0.000016625,0.0001434821,0.00009432051,0.0004242492,0.3757279,0.00160638,0.0001174959,0.001264404,0.00005040896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980324,0.00003927698,0.0009525111,0.000021286,0.000003634171,0.00001263282,0.0005635264,0.00004633983,0.0003282245],"genre_scores_gemma":[0.99768,0.00002944929,0.0007171467,0.000007504853,0.000001321505,0.00001887406,0.001017031,0.00002617938,0.0005024672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1415846,"threshold_uncertainty_score":0.281521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04426746931687563,"score_gpt":0.3186254595312392,"score_spread":0.2743579902143636,"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."}}