{"id":"W4399006702","doi":"10.1016/j.jqsrt.2024.109061","title":"Antarctic polar stratospheric cloud composition as observed by ACE, CALIPSO and MIPAS","year":2024,"lang":"en","type":"article","venue":"Journal of Quantitative Spectroscopy and Radiative Transfer","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Canadian Space Agency; National Aeronautics and Space Administration","keywords":"Polar; Environmental science; Atmospheric composition; Cloud computing; Astrobiology; Atmospheric sciences; Meteorology; Geology; Atmosphere (unit); Geography; Physics; Computer science; Astronomy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003257909,0.0002095434,0.0003610254,0.00003085021,0.0001810404,0.0001616172,0.00008383646,0.00007332768,0.0007350521],"category_scores_gemma":[0.000009969361,0.0001518891,0.000098871,0.0002730195,0.0002592679,0.0006309089,0.000002934086,0.0003704014,0.00002581073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000135935,"about_ca_system_score_gemma":0.00008992534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005065234,"about_ca_topic_score_gemma":0.0001464279,"domain_scores_codex":[0.9987097,0.0001882192,0.0003692053,0.0002226038,0.0002467716,0.0002634546],"domain_scores_gemma":[0.9993057,0.0003240523,0.0000629725,0.00004997666,0.00005776732,0.0001995219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01017015,0.000923419,0.4904021,0.002294255,0.006160327,0.004043801,0.06474916,0.002553614,0.3151419,0.06634053,0.01591185,0.02130892],"study_design_scores_gemma":[0.008971196,0.03699028,0.738892,0.00194399,0.002346322,0.003443443,0.02958847,0.0547222,0.05279908,0.03550566,0.03164387,0.00315355],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9530393,0.03665923,0.007903559,0.001179094,0.0003171606,0.0001284266,0.0001661038,0.00001681249,0.0005902913],"genre_scores_gemma":[0.9881467,0.007756555,0.003662806,0.0002464233,0.0001024504,4.099981e-7,0.00002159063,0.000008895828,0.00005421806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2623428,"threshold_uncertainty_score":0.8048305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01818082297411336,"score_gpt":0.2659744199014905,"score_spread":0.2477935969273771,"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."}}