{"id":"W2790344890","doi":"10.1088/1748-9326/aab1b2","title":"The impact of aerosol emissions on the 1.5 °C pathways","year":2018,"lang":"en","type":"article","venue":"Environmental Research Letters","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Academy of Finland","keywords":"Aerosol; Environmental science; Radiative forcing; Atmospheric sciences; Context (archaeology); Greenhouse gas; Global warming; Air quality index; Climatology; Climate model; Climate change; Meteorology; Geography; Physics; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006505764,0.00008980239,0.00006460406,0.000003711271,0.0008605587,0.00004388732,0.0004489919,0.00002956876,0.00560335],"category_scores_gemma":[0.0001032163,0.00003981933,0.00008441258,0.0001104364,0.001381473,0.00004890946,0.00004080942,0.000293191,0.000631628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002064345,"about_ca_system_score_gemma":0.00002331887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002259754,"about_ca_topic_score_gemma":0.00001146021,"domain_scores_codex":[0.9986179,0.00016696,0.0001172269,0.0001661182,0.0005366364,0.0003951589],"domain_scores_gemma":[0.998607,0.0008874132,0.00003725922,0.0003498343,0.000004003808,0.0001145184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002602734,0.00009528399,0.1538844,0.000004114904,0.00007674775,0.00001888461,0.0007462088,0.0005763944,0.7645357,0.00003290632,0.05999674,0.01977232],"study_design_scores_gemma":[0.0004021563,0.001263733,0.6715811,0.0000495788,0.00000569342,0.00001306961,0.001843604,0.001772384,0.3180658,0.0005363312,0.004173231,0.0002932526],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913852,0.00006382453,0.000005308472,0.002530264,0.00003590459,0.0001432834,0.0000483916,0.00000597135,0.005781919],"genre_scores_gemma":[0.999154,0.00005654138,0.0000204725,0.0002010035,0.0001547429,0.000002585677,0.00001178272,0.000003190731,0.0003956855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5176967,"threshold_uncertainty_score":0.9953057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04074350577648028,"score_gpt":0.2842548217302298,"score_spread":0.2435113159537495,"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."}}