{"id":"W4404287261","doi":"10.5194/essd-16-5227-2024","title":"CREST: a Climate Data Record of Stratospheric Aerosols","year":2024,"lang":"en","type":"article","venue":"Earth system science data","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"European Space Agency","keywords":"Crest; Environmental science; Atmospheric sciences; Climatology; Geology; Meteorology; Physics","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":["insufficient_payload"],"category_scores_codex":[0.002709432,0.0001894414,0.0002997603,0.00003096068,0.0002976909,0.0005210186,0.004327299,0.00005397622,0.001409019],"category_scores_gemma":[0.000098722,0.0001433841,0.00003038452,0.001694527,0.0004709993,0.003061718,0.0006164051,0.0001548639,0.001167642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000472817,"about_ca_system_score_gemma":0.0004885834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002210003,"about_ca_topic_score_gemma":0.001754133,"domain_scores_codex":[0.9967655,0.00007380886,0.0005320424,0.001149078,0.0008225483,0.0006570256],"domain_scores_gemma":[0.9961968,0.0001416064,0.0001420547,0.003245594,0.00005256361,0.0002213719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001227414,0.00009443489,0.4180146,0.003507298,0.0001419021,0.000666614,0.0007112473,0.001042618,0.00197174,0.003611383,0.02177255,0.5483429],"study_design_scores_gemma":[0.0002021974,0.0002281259,0.08110885,0.0008354365,0.00007415919,0.0001834989,0.002147029,0.8659334,0.0001250164,0.00003277496,0.04861366,0.0005158588],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.878654,0.008143401,0.002547843,0.0003387942,0.005908333,0.001033835,0.04070606,0.0007984685,0.06186926],"genre_scores_gemma":[0.9912174,0.000227438,0.006751819,0.00003495562,0.0001623173,7.719969e-7,0.001473322,0.000006860075,0.0001250915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8648908,"threshold_uncertainty_score":0.9996101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05510842466998417,"score_gpt":0.2806625559228584,"score_spread":0.2255541312528742,"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."}}