{"id":"W4316511314","doi":"10.5194/acp-2022-474-ac2","title":"Reply to RC2","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Canadian Space Agency","keywords":"Megacity; Environmental science; Atmospheric sciences; Carbon dioxide; Nitrogen dioxide; Greenhouse gas; Troposphere; Emission inventory; Population; Observatory; Meteorology; Climatology; Geography; Air quality index; Chemistry; Physics; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005437833,0.0011496,0.001234166,0.001357114,0.003183638,0.005996898,0.00305617,0.02407533,0.03692992],"category_scores_gemma":[0.05755331,0.0006303699,0.001047632,0.00117875,0.003673338,0.006206772,0.00257144,0.02908776,0.03305143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004260106,"about_ca_system_score_gemma":0.006079989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006864574,"about_ca_topic_score_gemma":0.006754347,"domain_scores_codex":[0.9950465,0.001005969,0.0004913589,0.0009914369,0.001859747,0.0006050328],"domain_scores_gemma":[0.9827284,0.00571113,0.0007104058,0.00116746,0.007459829,0.002222864],"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":[0.00001105686,0.000003668003,0.0000525221,0.00002487602,0.000003549692,0.00006949181,0.00003258147,0.000007902541,0.00002853212,0.000570561,0.9964142,0.002781164],"study_design_scores_gemma":[0.00000910254,0.000005964067,0.0001971539,0.00005765742,0.000004154174,0.0001467121,0.0001043972,0.00002485286,0.00008747757,0.0007613865,0.9985873,0.0000139806],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0001490618,0.00248363,0.0001290493,0.852626,0.1397299,0.00002209569,0.0001255446,0.00009553747,0.004639229],"genre_scores_gemma":[0.003503366,0.002312834,0.0002461893,0.8693873,0.08815603,0.0000918713,0.0001040111,0.0001865901,0.03601182],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9630701,"threshold_uncertainty_score":0.123543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01695257248006492,"score_gpt":0.2563198662647951,"score_spread":0.2393672937847302,"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."}}