{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002379071,0.001193437,0.001141959,0.001185693,0.004440303,0.005167491,0.003196279,0.03773502,0.2814761],"category_scores_gemma":[0.01750592,0.0006271928,0.001676571,0.002021655,0.001859516,0.003197697,0.002186324,0.01635277,0.2619721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004838861,"about_ca_system_score_gemma":0.005856376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04923663,"about_ca_topic_score_gemma":0.0471586,"domain_scores_codex":[0.997385,0.000170158,0.0002095378,0.0003081645,0.001333896,0.0005932735],"domain_scores_gemma":[0.9942719,0.001289487,0.0002088403,0.0004218813,0.003011504,0.0007963847],"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":[0.00002103117,0.00001129146,0.00004050043,0.00002924259,0.000001181501,0.00006045185,0.000007348701,0.000009378637,0.00003487904,0.0005741045,0.9969186,0.002292075],"study_design_scores_gemma":[0.00001701342,0.00001024248,0.0003283375,0.00006914724,0.000002050504,0.00002214437,0.00003006443,0.00002642452,0.0000566301,0.0004692146,0.99896,0.000008751102],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005532452,0.001469818,0.0004788472,0.3771325,0.2506287,0.000759651,0.006561369,0.001834669,0.3605812],"genre_scores_gemma":[0.002297858,0.000730562,0.0003160971,0.4431438,0.02882849,0.0005309941,0.001677671,0.0004428119,0.5220318],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2814761,"threshold_uncertainty_score":0.9416315,"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."}}