{"id":"W2750375321","doi":"10.1021/acs.estlett.7b00298","title":"Relative Humidity Dependence of Soot Aggregate Restructuring Induced by Secondary Organic Aerosol: Effects of Water on Coating Viscosity and Surface Tension","year":2017,"lang":"en","type":"article","venue":"Environmental Science & Technology Letters","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Environment Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Soot; Coating; Relative humidity; Viscosity; Particle (ecology); Chemical engineering; Aerosol; Surface tension; Materials science; Aggregate (composite); Chemistry; Composite material; Combustion; Organic chemistry; Thermodynamics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001204428,0.0002119292,0.0001462397,0.0001141078,0.0001239298,0.0001772778,0.0001211466,0.0001983928,0.0006700369],"category_scores_gemma":[0.0002062948,0.0001162967,0.0001888855,0.00008042643,0.0001696477,0.0002197362,0.0001180557,0.0003074492,0.000119659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001535252,"about_ca_system_score_gemma":0.00008675482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001349022,"about_ca_topic_score_gemma":0.00132646,"domain_scores_codex":[0.9999028,0.000008279659,0.00000558092,0.00002280337,0.00003552914,0.00002494565],"domain_scores_gemma":[0.9998469,0.00004177197,0.00004106494,0.00001300044,0.00003637309,0.00002079348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000344834,0.000005930484,0.0004943481,0.00001000047,0.000003674764,0.00001466563,0.00001348287,0.00004300242,0.9989396,0.000007386866,0.000006994071,0.0004264477],"study_design_scores_gemma":[0.000002645777,0.0001081695,0.01527491,0.000001126886,0.000008104096,0.00002797011,0.00001966524,0.001135958,0.9832193,0.00001325945,0.0001848957,0.000003958977],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980624,0.0003657761,0.000866919,0.0000174355,0.000009546141,0.00001363357,0.00009302262,0.0000155271,0.0005557652],"genre_scores_gemma":[0.999,0.0001785345,0.0004361704,0.00001464204,0.000004320054,0.000006818446,0.00008439993,0.00000618975,0.0002689932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001349022,"threshold_uncertainty_score":0.002682388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005141154372123917,"score_gpt":0.1850565992190483,"score_spread":0.1799154448469244,"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."}}