{"id":"W4319066923","doi":"10.1016/j.xpro.2023.102090","title":"Protocol for estimating exposure to compound heat wave and ozone pollution under future climate change","year":2023,"lang":"en","type":"article","venue":"STAR Protocols","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Jiangsu Key Laboratory of Atmospheric Environment Monitoring and Pollution Control; National Natural Science Foundation of China","keywords":"Ozone; Environmental science; Climate change; Pollution; Population; Protocol (science); Heat wave; Montreal Protocol; Distribution (mathematics); Atmospheric sciences; Climatology; Air pollution; Meteorology; Ozone layer; Environmental health; Geography; Chemistry; Mathematics; Medicine; 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":[0.0002886808,0.0002169724,0.0001849566,0.00001139772,0.0003256076,0.0000527461,0.0001188916,0.00009639828,0.0001846281],"category_scores_gemma":[0.000008092315,0.0001899239,0.00004507926,0.0002389706,0.0001059962,0.0002218751,0.000321738,0.00009753604,0.0001175761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002062385,"about_ca_system_score_gemma":0.000004864226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005064862,"about_ca_topic_score_gemma":0.00003352182,"domain_scores_codex":[0.9985518,0.0000364049,0.0002346818,0.0004181556,0.0002607504,0.0004981653],"domain_scores_gemma":[0.9995176,0.00001910027,0.00006158194,0.0002322379,0.000004065516,0.0001654241],"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":[0.004074208,0.001566971,0.1312596,0.003731239,0.0001487268,0.0001247503,0.01759822,0.3439099,0.03311908,0.003041409,0.01893981,0.442486],"study_design_scores_gemma":[0.009388574,0.004993232,0.4463945,0.000700441,0.00003205855,0.0000584005,0.003688884,0.3733429,0.0004675971,0.006238865,0.1527287,0.001965838],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.02793038,5.924353e-7,0.01279413,0.001184231,0.00005137876,0.9575608,0.00003066453,0.0001699137,0.0002779158],"genre_scores_gemma":[0.003979064,4.452531e-7,0.09427656,0.000537755,0.0001987774,0.9007882,0.000009964273,0.00003750488,0.0001717655],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.4405202,"threshold_uncertainty_score":0.7744873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04961028344857853,"score_gpt":0.3164566482690845,"score_spread":0.266846364820506,"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."}}