{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001786095,0.0005574874,0.0006565542,0.00007724724,0.000409292,0.00002757452,0.0008368936,0.0001726369,0.4634574],"category_scores_gemma":[0.0001502689,0.0005227543,0.0002338157,0.0003112796,0.0001771759,0.00009005391,0.001503856,0.001499722,0.01613099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002335041,"about_ca_system_score_gemma":0.00004615631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001729353,"about_ca_topic_score_gemma":0.0002127698,"domain_scores_codex":[0.994789,0.0005419068,0.0006044318,0.001439827,0.001850093,0.000774744],"domain_scores_gemma":[0.9978011,0.0002863682,0.0003100667,0.001264553,0.000004823825,0.0003331081],"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":[0.000003622305,0.0001727318,0.0001205467,0.0002594728,0.00001979951,0.00003460276,0.00003560882,0.00003039995,0.000005377495,0.00005308003,0.9614896,0.03777522],"study_design_scores_gemma":[0.0002098712,0.0001780453,0.0005309874,0.0004329227,0.00006763808,0.000006798613,0.0000372245,0.00002777843,0.00002352731,0.00009887179,0.9978284,0.000557968],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.00004676192,0.002529707,0.0001295304,0.4183671,0.001700467,0.001939572,0.000367357,0.0001207316,0.5747988],"genre_scores_gemma":[0.0001471905,0.01901671,0.0003688293,0.5160062,0.0001904977,0.0006277059,0.001256765,0.0001146559,0.4622715],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4473265,"threshold_uncertainty_score":0.9997224,"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."}}