{"id":"W4212989855","doi":"10.5194/acp-2021-699-ac1","title":"Comment on acp-2021-699","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":"Span (engineering); Fumigation; Ozone; Atmosphere (unit); Bromide; Meteorology; Environmental science; Chemistry; Physics; Engineering; Horticulture; Biology; Organic chemistry; Civil engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000877506,0.0002805283,0.00037398,0.00002612879,0.000277501,0.00002514192,0.0005107877,0.00009881645,0.1807318],"category_scores_gemma":[0.0001005637,0.0002408395,0.0001721725,0.0001806771,0.00006624302,0.00003534298,0.0008218554,0.0006856888,0.003592507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006253609,"about_ca_system_score_gemma":0.0000130769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001083094,"about_ca_topic_score_gemma":0.00001913731,"domain_scores_codex":[0.9976823,0.0001642089,0.0003405504,0.0005150493,0.0009576736,0.0003401621],"domain_scores_gemma":[0.998982,0.0001470052,0.0001677995,0.0005819512,0.000004588576,0.0001166186],"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":[0.000001933686,0.00006361236,0.00005096674,0.0001547258,0.00001095665,0.000007080859,0.00003625476,0.00005728391,7.955478e-7,0.00005040961,0.9496356,0.04993042],"study_design_scores_gemma":[0.00006451606,0.0001146198,0.00004524691,0.0004657627,0.00003214732,0.000002614689,0.00003155373,0.00003619994,0.00001031616,0.00005552123,0.9988495,0.0002919746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002649665,0.00170734,0.00006276387,0.3347501,0.004936622,0.0004930857,0.0001396273,0.0001096116,0.6577744],"genre_scores_gemma":[0.000116476,0.001792296,0.000655393,0.05372056,0.0006338397,0.0001445424,0.000522052,0.00005095303,0.9423639],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2845895,"threshold_uncertainty_score":0.9971833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06650510958785624,"score_gpt":0.3218199529986995,"score_spread":0.2553148434108433,"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."}}