{"id":"W4213117816","doi":"10.5194/acp-2021-518-rc2","title":"Comment on acp-2021-518","year":2021,"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":"Université du Québec à Montréal","funders":"Agence Nationale de la Recherche","keywords":"Span (engineering); Life span; Organic matter; Solubility; Chloride; Chemistry; Environmental chemistry; Organic chemistry; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0006059085,0.0002974407,0.000439523,0.00001778606,0.0001399489,0.00004132107,0.0003510134,0.0001738737,0.03701238],"category_scores_gemma":[0.0001617136,0.0002477565,0.0001919084,0.0001729942,0.0000723479,0.00004217447,0.0004899853,0.0005097528,0.003605699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000353013,"about_ca_system_score_gemma":0.00001791611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005383031,"about_ca_topic_score_gemma":0.00003687338,"domain_scores_codex":[0.9978661,0.0001355053,0.0003552675,0.0005529545,0.0007468684,0.0003433299],"domain_scores_gemma":[0.9989489,0.0001426548,0.0001444685,0.0006147416,0.00001205877,0.0001371451],"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":[9.011629e-7,0.00006046825,0.00005473769,0.0002450684,0.00001377014,0.00001348608,0.00002483313,0.00001767804,0.000002667998,0.00004117845,0.9454216,0.05410366],"study_design_scores_gemma":[0.00006186777,0.00005434045,0.00006241192,0.002221638,0.00003752751,0.000003481236,0.00002374808,0.00002929924,0.00007506497,0.00003195759,0.9971025,0.0002961485],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003929253,0.004306586,0.0001910188,0.403651,0.004845041,0.0003874645,0.00006052429,0.00009317495,0.5864258],"genre_scores_gemma":[0.00009849368,0.00309238,0.001541171,0.05034082,0.0009229619,0.00004966912,0.0004813838,0.00004422276,0.9434289],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.357003,"threshold_uncertainty_score":0.9999975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06902000685621762,"score_gpt":0.3259898568771676,"score_spread":0.25696985002095,"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."}}