{"id":"W2949333077","doi":"10.1038/s41893-019-0314-2","title":"Ozone depletion, ultraviolet radiation, climate change and prospects for a sustainable future","year":2019,"lang":"en","type":"article","venue":"Nature Sustainability","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":356,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"World Health Organization","keywords":"Montreal Protocol; Ozone layer; Climate change; Ozone depletion; Environmental science; Global warming; Global change; Sustainability; Ecosystem; Ozone; Ecology; Geography; Meteorology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007247073,0.0002311911,0.0002923483,0.00002933091,0.0003314991,0.0001139865,0.0001645471,0.0003778374,0.0003795677],"category_scores_gemma":[0.0002555075,0.0001899662,0.00008264324,0.0003815167,0.00008004871,0.0005963886,0.00002400975,0.0003804822,0.00002011388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000581512,"about_ca_system_score_gemma":0.0001262712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003846223,"about_ca_topic_score_gemma":0.0002094423,"domain_scores_codex":[0.9981059,0.00007093089,0.0002427415,0.000566522,0.0002311983,0.0007827026],"domain_scores_gemma":[0.9986634,0.0001346126,0.0001199179,0.0003502134,0.0005747707,0.0001570359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002309922,0.00003567446,0.9640804,0.000958877,0.0000124015,0.00001031921,0.0005414669,0.00002271982,0.000001304299,0.01534965,0.0005982028,0.01815801],"study_design_scores_gemma":[0.0008465385,0.0003128825,0.9064096,0.000009351478,0.00002720865,0.00001065089,0.007119381,0.0006319223,0.00001101466,0.01603221,0.06829515,0.0002940775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838677,0.006004301,0.00005246996,0.003516768,0.0003818807,0.003561966,0.0001027531,0.0001350098,0.002377167],"genre_scores_gemma":[0.9971269,0.0003182888,0.0004213763,0.0007508009,0.0005236453,0.00004687496,0.000206119,0.00001026573,0.0005956946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06769694,"threshold_uncertainty_score":0.7746597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0041675819598102,"score_gpt":0.2226128963055386,"score_spread":0.2184453143457284,"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."}}