{"id":"W3152564382","doi":"10.3390/atmos12040490","title":"Interaction of Air Pollution with Snow and Seasonality Effects","year":2021,"lang":"en","type":"article","venue":"Atmosphere","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Snow; Environmental science; Seasonality; Pollutant; Air pollution; Atmospheric sciences; Pollution; Air pollutants; Abundance (ecology); Meteorology; Geography; Ecology; Geology","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":[0.0002121334,0.0002546723,0.0002986299,0.0002398039,0.0003429793,0.0007047146,0.0001706058,0.0003176493,0.003043105],"category_scores_gemma":[0.0006390522,0.0001176748,0.0007522266,0.0003851292,0.0002223086,0.0002893473,0.0004440979,0.0002186053,0.0002394786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002431807,"about_ca_system_score_gemma":0.0005016553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01391931,"about_ca_topic_score_gemma":0.0138933,"domain_scores_codex":[0.999846,0.00004217937,0.00001095589,0.00003279642,0.00002905131,0.00003893594],"domain_scores_gemma":[0.9996744,0.0001238895,0.00007417776,0.00001790989,0.00005596915,0.00005359001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001463921,0.0003196562,0.8990946,0.0003493488,0.001605086,0.0006408357,0.0002134023,0.0039145,0.06326646,0.0008909401,0.001279104,0.02696215],"study_design_scores_gemma":[0.00001567727,0.0003588456,0.9913031,0.00001034765,0.0004168754,0.0001237092,0.0001324449,0.001986871,0.003520653,0.0004841355,0.001637693,0.000009689042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922425,0.001939518,0.0007843428,0.0003837524,0.00008446579,0.00002420904,0.0007079782,0.00003095516,0.003802398],"genre_scores_gemma":[0.996775,0.0008513862,0.0002535461,0.00007184732,0.00004546465,0.000007018067,0.0003644804,0.000009329972,0.001621981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01391931,"threshold_uncertainty_score":0.02767652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006438117239997688,"score_gpt":0.2034078374863921,"score_spread":0.1969697202463944,"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."}}