{"id":"W4404730818","doi":"10.2533/chimia.2024.754","title":"Multiphase Chemistry in the Atmosphere","year":2024,"lang":"en","type":"article","venue":"CHIMIA International Journal for Chemistry","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"HORIZON EUROPE Marie Sklodowska-Curie Actions; National Science Foundation; Science Foundation Ireland; Università degli Studi di Padova; Simons Foundation; University of Chinese Academy of Sciences; Chinese Academy of Sciences; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Atmospheric chemistry; Particulates; Atmosphere (unit); Trace gas; Chemistry; Snow; Chemical reaction; Environmental chemistry; Aerosol; Chemical physics; Chemical process; Earth science; Astrobiology; Ozone; Meteorology; Geology; Organic chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003105167,0.0001589892,0.0001096209,0.000001863914,0.0001185068,0.0004161217,0.0007661626,0.0001013004,0.005221128],"category_scores_gemma":[0.0001250955,0.0001093877,0.0001819258,0.0001121421,0.00009513016,0.0001916167,0.00001263089,0.0004743108,0.00003647799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002883949,"about_ca_system_score_gemma":0.0001252076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003440527,"about_ca_topic_score_gemma":0.00001131352,"domain_scores_codex":[0.9988633,0.00001016483,0.0002922182,0.0002292869,0.000362512,0.0002425136],"domain_scores_gemma":[0.9994133,0.0002374544,0.0000678307,0.00012321,0.00006486572,0.0000933232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001802938,0.0008609202,0.1077766,0.002501869,0.001787549,0.008351187,0.00596285,0.05005622,0.3217386,0.0002654461,0.1333017,0.3655941],"study_design_scores_gemma":[0.00445654,0.00008463956,0.01059292,0.001266741,0.0001319376,0.01155805,0.00655272,0.1108622,0.2410966,0.008189166,0.6036044,0.001604087],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973976,0.001716452,0.0004577655,0.002445688,0.001248299,0.0001041728,0.0001532603,0.00004721916,0.0198511],"genre_scores_gemma":[0.9941813,0.0001151414,0.0007139404,0.0001978169,0.001928557,0.00000520577,0.0001891153,0.000006922005,0.002661939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4703027,"threshold_uncertainty_score":0.9956883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01357936732065931,"score_gpt":0.2670911242087066,"score_spread":0.2535117568880473,"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."}}