{"id":"W4360618956","doi":"10.5194/amt-2022-278-ac1","title":"Reply on RC1","year":2023,"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":"University of British Columbia","funders":"","keywords":"Aethalometer; Aerosol; Environmental science; Ceilometer; Absorption (acoustics); Atmospheric sciences; Meteorology; Carbon black; Chemistry; Optics; Geography; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006951451,0.0002087434,0.000289165,0.00002354945,0.00009822891,0.00001893038,0.0003071192,0.0001141339,0.007164642],"category_scores_gemma":[0.0003593686,0.0001668873,0.0001300407,0.0002164495,0.00006097007,0.0000291948,0.0002695378,0.0003712634,0.03006853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001699041,"about_ca_system_score_gemma":0.000008659139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001539893,"about_ca_topic_score_gemma":0.00003609483,"domain_scores_codex":[0.9983012,0.00005163826,0.0002807648,0.0004827796,0.0006013086,0.0002822847],"domain_scores_gemma":[0.9991164,0.0001413196,0.0001199696,0.0005269335,0.000005614069,0.00008972086],"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":[7.767085e-7,0.00001031136,0.00005161216,0.0002111458,0.000005520711,0.000007821442,0.00001380576,0.00002314096,8.434301e-7,0.00001003177,0.9613401,0.03832494],"study_design_scores_gemma":[0.00002715491,0.00004389831,0.0002251892,0.00147882,0.00001854726,0.000001891173,0.00000618325,0.00002963487,0.00001296264,0.00008422204,0.9978606,0.0002109693],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007604482,0.0008763116,0.00004756705,0.1015949,0.007069455,0.0003883606,0.00006779738,0.0006514606,0.8892281],"genre_scores_gemma":[0.00002894291,0.0009300658,0.0002794945,0.008995022,0.0006048601,0.00002714686,0.0001094047,0.00004274714,0.9889823],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09975421,"threshold_uncertainty_score":0.9937429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0900433929348936,"score_gpt":0.3371882890177427,"score_spread":0.2471448960828491,"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."}}