{"id":"W4380433978","doi":"10.5194/egusphere-2023-855-rc1","title":"Comment on egusphere-2023-855","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"California Air Resources Board; U.S. Environmental Protection Agency","keywords":"Volatility (finance); Environmental science; Air quality index; Aerosol; Meteorology; Total organic carbon; Atmospheric sciences; Econometrics; Environmental chemistry; Chemistry; Geography; Geology; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008711267,0.0006193151,0.0005934109,0.001006982,0.002028351,0.002416574,0.001637335,0.008338451,0.5566027],"category_scores_gemma":[0.006133815,0.0003266696,0.0007615518,0.000963256,0.0008012998,0.001817407,0.001735338,0.004858321,0.3987889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00140411,"about_ca_system_score_gemma":0.00126058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01306951,"about_ca_topic_score_gemma":0.01883221,"domain_scores_codex":[0.9993925,0.00004297087,0.00005601946,0.00007835392,0.0003069799,0.0001231773],"domain_scores_gemma":[0.997979,0.0004087426,0.00007510099,0.0001968822,0.0009292578,0.000411125],"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":[0.00001615131,0.000007496351,0.0000458623,0.00002230733,7.815401e-7,0.00005525078,0.000005092948,0.000005291537,0.00004077778,0.000311558,0.995356,0.004133467],"study_design_scores_gemma":[0.0000155002,0.000007288253,0.0003013532,0.00005798194,0.000001050189,0.0000232133,0.00002613798,0.00001567889,0.00007158477,0.0002447834,0.9992306,0.000004781718],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0006967289,0.0008933643,0.0005737868,0.1466238,0.2946439,0.0005017472,0.007415608,0.002916009,0.5457349],"genre_scores_gemma":[0.003005941,0.0005706265,0.0002395288,0.1141075,0.03061385,0.0002061951,0.002041641,0.000644601,0.84857],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5566027,"threshold_uncertainty_score":0.6324525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1235400637224615,"score_gpt":0.3844543130180575,"score_spread":0.260914249295596,"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."}}