{"id":"W2330281400","doi":"10.1039/c6em90012g","title":"Research highlights: laboratory studies of the formation and transformation of atmospheric organic aerosols","year":2016,"lang":"en","type":"article","venue":"Environmental Science Processes & Impacts","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Public Health","funders":"","keywords":"Aerosol; Atmospheric chemistry; Transformation (genetics); Atmospheric research; Environmental science; Chemical transformation; Environmental chemistry; Atmospheric sciences; Chemistry; Geology; Organic chemistry","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":[0.001474969,0.0005910351,0.000351455,0.0007071253,0.0004998218,0.0009706398,0.0009363448,0.000592311,0.002680911],"category_scores_gemma":[0.0009378175,0.0001077994,0.0004883715,0.0005926831,0.0008529071,0.0009347021,0.0009160846,0.0009937945,0.001263035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008689327,"about_ca_system_score_gemma":0.001229435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001767951,"about_ca_topic_score_gemma":0.001058588,"domain_scores_codex":[0.9990197,0.0001829916,0.00005746315,0.0003000661,0.0003397513,0.00009984909],"domain_scores_gemma":[0.9987269,0.0002756553,0.0002814574,0.0001666086,0.0004027699,0.0001466532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005118618,0.001338098,0.01270467,0.002968893,0.0001647314,0.0003624759,0.0004260791,0.0009866451,0.8133818,0.008268862,0.008575739,0.1503102],"study_design_scores_gemma":[0.00007920641,0.002536793,0.02340719,0.000204402,0.0001803592,0.001139966,0.000497012,0.001149561,0.8512477,0.004782408,0.1146883,0.00008700907],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6683373,0.1970881,0.04998459,0.009487539,0.002801036,0.0006258865,0.004171848,0.0007030349,0.06680065],"genre_scores_gemma":[0.872404,0.07840711,0.02875898,0.001606272,0.002629303,0.0002646723,0.002636733,0.0001113558,0.01318155],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002680911,"threshold_uncertainty_score":0.008968472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01934405095659536,"score_gpt":0.2565532383931461,"score_spread":0.2372091874365507,"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."}}