{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002363506,0.001027726,0.001173337,0.001263402,0.003058174,0.003859365,0.003548798,0.0261571,0.1984086],"category_scores_gemma":[0.02821997,0.0006294909,0.001420782,0.0009418493,0.002250953,0.003863059,0.002652806,0.02216192,0.1547204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00391242,"about_ca_system_score_gemma":0.003174992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007108012,"about_ca_topic_score_gemma":0.008361877,"domain_scores_codex":[0.9974291,0.0004725432,0.0002904064,0.0004603434,0.0009438092,0.0004038135],"domain_scores_gemma":[0.992364,0.00220236,0.0002959003,0.0004860742,0.003492881,0.001158778],"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":[0.00000870485,0.000003611191,0.00003411452,0.00001563784,0.000001425701,0.00007272582,0.00001045485,0.000003609555,0.00001837142,0.0001902752,0.9973202,0.002320786],"study_design_scores_gemma":[0.00001053086,0.000008654431,0.0001758221,0.00006030522,0.000002672556,0.0001129368,0.00007349339,0.00002036661,0.00005605893,0.0003800421,0.99909,0.000009135672],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0002655177,0.001734386,0.0002753993,0.7486147,0.2104768,0.0001688263,0.000647686,0.0005523037,0.0372645],"genre_scores_gemma":[0.002314559,0.001106507,0.0002616207,0.7993453,0.05740534,0.0002091627,0.0002808845,0.0002406268,0.1388361],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8015913,"threshold_uncertainty_score":0.663743,"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."}}