{"id":"W4309785120","doi":"10.5194/acp-22-14709-2022","title":"Water vapour and ozone in the upper troposphere–lower stratosphere: global climatologies from three Canadian limb-viewing instruments","year":2022,"lang":"en","type":"article","venue":"Atmospheric chemistry and physics","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; York University; University of Waterloo; Environment and Climate Change Canada; University of Toronto","funders":"Canadian Space Agency; European Space Agency","keywords":"Stratosphere; Troposphere; Water vapor; Tropopause; Atmospheric sciences; Environmental science; Microwave Limb Sounder; Occultation; Ozone; Climatology; Atmosphere (unit); Latitude; Satellite; Meteorology; Geology; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0004994075,0.0005929798,0.000248352,0.001821522,0.0008153283,0.0007464795,0.0004301592,0.0002190227,0.000680412],"category_scores_gemma":[0.0005929956,0.0001787569,0.000444056,0.003940281,0.0002529535,0.0003342974,0.0006144426,0.0002948208,0.000116966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005967299,"about_ca_system_score_gemma":0.005130542,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9563227,"about_ca_topic_score_gemma":0.9801066,"domain_scores_codex":[0.9996403,0.00001621428,0.00001299322,0.00006131511,0.0001805258,0.00008855999],"domain_scores_gemma":[0.9993643,0.00002543761,0.00008242447,0.00003105899,0.0004285386,0.00006829294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002587331,0.0000694462,0.946825,0.0002465945,0.0004159395,0.0002216517,0.0007960175,0.006283573,0.005935626,0.0003581606,0.009051448,0.02953792],"study_design_scores_gemma":[0.000003688961,0.00001112591,0.9946874,0.000009978744,0.00003581393,0.00002155616,0.0001538955,0.001384164,0.000582786,0.00001520087,0.003083664,0.00001063536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620638,0.0007647437,0.0004903996,0.0001305746,0.00002269686,0.0000450042,0.03239199,0.0001215087,0.003969162],"genre_scores_gemma":[0.959829,0.00042864,0.001456257,0.00004455721,0.000009577665,0.00002542231,0.03717314,0.00002439432,0.001008943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04367733,"threshold_uncertainty_score":0.08786905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00874420999511925,"score_gpt":0.1935443197003274,"score_spread":0.1848001097052082,"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."}}