{"id":"W4389205906","doi":"10.22215/etd/2023-15851","title":"Lightning-Induced NOx Production over Canada: A Multivariate Earth Observation Analysis","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Lightning and Electromagnetic Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Lightning (connector); NOx; Environmental science; Meteorology; Upper-atmospheric lightning; Satellite; Geospatial analysis; Lightning detection; Atmospheric sciences; Remote sensing; Lightning strike; Geography; Geology; Engineering; Thunderstorm; Aerospace engineering; Power (physics); Combustion","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003660537,0.0004517294,0.0003532351,0.002083782,0.0008153023,0.0009658787,0.0006117789,0.000264828,0.0009708974],"category_scores_gemma":[0.001042992,0.0001492017,0.0005474454,0.005787447,0.0003364654,0.0002686329,0.0005763093,0.0004115578,0.0002395498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007072661,"about_ca_system_score_gemma":0.008890713,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9764293,"about_ca_topic_score_gemma":0.9802063,"domain_scores_codex":[0.9996918,0.00001621224,0.00001438424,0.00006635863,0.0001186013,0.00009260841],"domain_scores_gemma":[0.9991853,0.00007362534,0.00008847377,0.00005872634,0.0004949649,0.0000989138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002717778,0.000186145,0.9060935,0.000165263,0.0004295549,0.0004342271,0.0005378411,0.0207678,0.002400231,0.001028549,0.02736113,0.04032404],"study_design_scores_gemma":[0.00001412227,0.00001272429,0.9702131,0.00002923605,0.00005395868,0.00004963962,0.0005715679,0.0187694,0.0003862449,0.00009770384,0.009771097,0.00003126635],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8956726,0.0005716837,0.001067854,0.0003164883,0.00002380681,0.0000412068,0.1001135,0.0001697446,0.00202309],"genre_scores_gemma":[0.8045108,0.0008935572,0.00231544,0.00007581312,0.00003224716,0.00004733241,0.1895543,0.00004848492,0.002522022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02357066,"threshold_uncertainty_score":0.05131596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01358020946193078,"score_gpt":0.2417904728601591,"score_spread":0.2282102633982283,"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."}}