{"id":"W4313309287","doi":"10.5194/amt-2022-278-rc2","title":"Comment on amt-2022-278","year":2022,"lang":"en","type":"peer-review","venue":"","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Aethalometer; Aerosol; Environmental science; Absorption (acoustics); Combustion; Soot; Atmospheric sciences; Meteorology; Carbon black; Environmental chemistry; Chemistry; Optics; 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":[],"consensus_categories":[],"category_scores_codex":[0.001988555,0.0008604832,0.0009101016,0.0007886292,0.002575241,0.00265059,0.002461684,0.03632882,0.06074086],"category_scores_gemma":[0.01390887,0.0004490489,0.001538385,0.0008787684,0.002269851,0.002203844,0.001527861,0.02031019,0.05786181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003785675,"about_ca_system_score_gemma":0.003084342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01729402,"about_ca_topic_score_gemma":0.01705301,"domain_scores_codex":[0.998295,0.0002095261,0.0002181177,0.0002755823,0.000715424,0.0002863333],"domain_scores_gemma":[0.9970703,0.001026451,0.0001915643,0.0002389635,0.001012891,0.0004596611],"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":[0.00005367085,0.00002592849,0.0002481161,0.00006672066,0.000005281248,0.0006979431,0.00006415937,0.00002205016,0.0002429746,0.001495797,0.9918113,0.005265947],"study_design_scores_gemma":[0.00001487986,0.00001684837,0.000636009,0.0001115767,0.000004257343,0.000140035,0.00007469322,0.00005464553,0.00009527315,0.0006695224,0.9981705,0.00001168516],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001322709,0.002280663,0.000507533,0.6164607,0.280322,0.000349798,0.001540198,0.0008513239,0.09636498],"genre_scores_gemma":[0.004413035,0.001208881,0.0003951566,0.7640477,0.07455375,0.000351896,0.000369926,0.0001592904,0.1545003],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06074086,"threshold_uncertainty_score":0.2031984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03764845101400956,"score_gpt":0.3113952882818422,"score_spread":0.2737468372678326,"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."}}