{"id":"W2284370101","doi":"10.1021/acs.est.5b03157","title":"Structural Change of Aerosol Particle Aggregates with Exposure to Elevated Relative Humidity","year":2015,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Aerosol Filtration and Electrostatic Precipitation","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Relative humidity; Chemistry; Aerosol; Particle (ecology); Differential mobility analyzer; Surface tension; Adsorption; Structural change; Aggregate (composite); Particle size; Analytical Chemistry (journal); Chemical engineering; Materials science; Chromatography; Nanotechnology; Physical chemistry; Meteorology; Organic chemistry","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":[0.000113247,0.0001688011,0.0002121829,0.0001541264,0.0001630313,0.0002013919,0.0001441576,0.0002030621,0.0007088978],"category_scores_gemma":[0.0002214677,0.0001284176,0.0002000682,0.0001231034,0.0001546899,0.000174674,0.000126523,0.0003000849,0.0001367556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001874052,"about_ca_system_score_gemma":0.0000871756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001398889,"about_ca_topic_score_gemma":0.001065021,"domain_scores_codex":[0.9998931,0.000008959328,0.000006577998,0.00002703084,0.0000441766,0.00002020164],"domain_scores_gemma":[0.9998621,0.00002796025,0.00003519935,0.00001003288,0.00004598423,0.00001868874],"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":[0.00003358417,0.000004613134,0.000707216,0.00000921594,0.000004183835,0.00004532573,0.00003201145,0.00005222485,0.9985714,0.00001124472,0.000008586294,0.0005204308],"study_design_scores_gemma":[0.000004357575,0.0002046027,0.03178598,0.000002511197,0.00001434576,0.0001508796,0.00008072628,0.0009752861,0.9663331,0.00002804395,0.000413245,0.000006862387],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979677,0.000223769,0.001117861,0.00001636524,0.000007405341,0.00001027746,0.0001296073,0.00002487158,0.0005021751],"genre_scores_gemma":[0.9979723,0.0001217853,0.0009917133,0.00001900793,0.000004252553,0.00001285208,0.0001820732,0.00001037091,0.0006856394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001398889,"threshold_uncertainty_score":0.002781451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01700788919532014,"score_gpt":0.2206095404408597,"score_spread":0.2036016512455395,"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."}}