{"id":"W4298395666","doi":"10.5194/acp-2022-455-rc2","title":"Comment on acp-2022-455","year":2022,"lang":"en","type":"peer-review","venue":"","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Megacity; Context (archaeology); Pollution; Environmental science; Air pollution; Urban agglomeration; Population; Peninsula; Greenhouse gas; Geography; Isoprene; Environmental protection; Economic geography; Chemistry; Economy; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.001970581,0.001049594,0.001023537,0.001064637,0.003316594,0.003956841,0.002822669,0.02919579,0.2050532],"category_scores_gemma":[0.01578932,0.0005485208,0.001587765,0.001523719,0.001821833,0.002915903,0.001885129,0.01694826,0.1710254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003560736,"about_ca_system_score_gemma":0.004346712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03408451,"about_ca_topic_score_gemma":0.02925616,"domain_scores_codex":[0.998127,0.000145997,0.0001710975,0.0002326471,0.0009355914,0.0003876449],"domain_scores_gemma":[0.9957355,0.001239203,0.0001833472,0.0003140764,0.001947911,0.0005799098],"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":[0.00001791725,0.000007041901,0.00004077509,0.00002527378,0.000001185638,0.00006772204,0.000007526954,0.000008947442,0.0000340789,0.0004524105,0.9973579,0.001979211],"study_design_scores_gemma":[0.00001533339,0.00000899859,0.000364933,0.00006913491,0.000002193993,0.00002559378,0.00003144216,0.00003460943,0.00006204913,0.0004940918,0.9988829,0.000008685146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0005175439,0.001292131,0.000531534,0.4580885,0.3494667,0.0005502258,0.006096687,0.001650419,0.1818063],"genre_scores_gemma":[0.003200896,0.001057273,0.0004163727,0.5670762,0.06099632,0.0005472805,0.001779105,0.0004640149,0.3644625],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.2050532,"threshold_uncertainty_score":0.6859714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06651018970351626,"score_gpt":0.322165467096123,"score_spread":0.2556552773926068,"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."}}