{"id":"W4323311891","doi":"10.5194/egusphere-2023-334","title":"Opinion: Atmospheric Multiphase Chemistry: Past, Present, and Future","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Atmospheric chemistry; Oxidizing agent; Chemistry; Troposphere; Atmospheric sciences; Earth science; Environmental science; Ozone; Organic chemistry; Physics; Geology","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":[0.006753463,0.001304345,0.001930552,0.0008380389,0.001534642,0.00538442,0.003183478,0.01464305,0.01715703],"category_scores_gemma":[0.01364325,0.0004836504,0.001263724,0.0009391307,0.005764812,0.01245139,0.003199878,0.01605552,0.01618133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001681332,"about_ca_system_score_gemma":0.003483631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001560338,"about_ca_topic_score_gemma":0.001250704,"domain_scores_codex":[0.9974505,0.0004939006,0.0001806225,0.000507749,0.001138831,0.0002283051],"domain_scores_gemma":[0.9840428,0.005599484,0.001026996,0.0007214514,0.006602317,0.002006954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009452364,0.00003087453,0.0001815963,0.001348915,0.00004899325,0.0001889286,0.000169978,0.0001618662,0.0008281951,0.01480317,0.9196949,0.06244819],"study_design_scores_gemma":[0.00002347112,0.00003871147,0.0004161748,0.0006118314,0.00002958735,0.0002198775,0.0004455627,0.0002365551,0.0002694319,0.0427602,0.9549092,0.0000394454],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004390921,0.08638124,0.002241191,0.6532018,0.2530684,0.00002302095,0.0004452395,0.0001330322,0.004067042],"genre_scores_gemma":[0.01391067,0.1994845,0.003315904,0.3284589,0.4330438,0.0000869908,0.0005745888,0.0002517206,0.02087309],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01715703,"threshold_uncertainty_score":0.05739594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02171100995166529,"score_gpt":0.241521769180502,"score_spread":0.2198107592288367,"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."}}