{"id":"W4403172967","doi":"10.1080/10962247.2024.2396783","title":"Discussion of “Atmospheric reduced nitrogen: Sources, transformations, effects, and management”","year":2024,"lang":"en","type":"review","venue":"Journal of the Air & Waste Management Association","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Environment","funders":"","keywords":"Environmental science; Nitrogen; Environmental chemistry; Atmospheric sciences; Environmental engineering; Chemistry; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003524112,0.001078374,0.00168452,0.001895647,0.0005594802,0.001463171,0.001469735,0.002334411,0.004238],"category_scores_gemma":[0.005325889,0.0003056647,0.001122032,0.002328853,0.001587354,0.003230658,0.001557777,0.003555902,0.002155689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002195365,"about_ca_system_score_gemma":0.005197293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005044256,"about_ca_topic_score_gemma":0.009203284,"domain_scores_codex":[0.9988973,0.0003045402,0.000136257,0.0002003672,0.0003902685,0.00007127626],"domain_scores_gemma":[0.9979934,0.001024344,0.0002077487,0.00005751179,0.0006278904,0.00008921738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000991332,0.00002806626,0.0002694649,0.02860608,0.000250323,0.0001271691,0.0001497281,0.0003856523,0.001083343,0.02381906,0.428327,0.5168551],"study_design_scores_gemma":[0.000005875081,0.00003604027,0.0003600099,0.004089218,0.00009502802,0.000163047,0.00004931056,0.0000304055,0.0001861833,0.002913541,0.9920586,0.00001275875],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000044834,0.9901809,0.0001462431,0.004994747,0.00365586,0.000004363922,0.00004978191,0.000004974876,0.0009183628],"genre_scores_gemma":[0.0007676925,0.9876173,0.0002201199,0.007723493,0.002580946,0.00001452609,0.00006961217,0.000004290696,0.001002141],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005044256,"threshold_uncertainty_score":0.01863748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007290393380920151,"score_gpt":0.2234908944043646,"score_spread":0.2162005010234444,"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."}}